Import Libraries

In [1]:
import numpy as np
import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt
from statistics import *
from tabulate import tabulate
In [2]:
pd.options.display.max_rows = 40000 # To accomodate the number of rows in the data set

pd.options.display.float_format = '{:20,.2f}'.format # To display pub_rec_bankruptcies data in a readable format

Read Data

In [3]:
loan = pd.read_csv("loan.csv", low_memory=False)

Data Understanding

In [4]:
loan.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 39717 entries, 0 to 39716
Columns: 111 entries, id to total_il_high_credit_limit
dtypes: float64(74), int64(13), object(24)
memory usage: 33.6+ MB
In [5]:
loan.dtypes
Out[5]:
id                                  int64
member_id                           int64
loan_amnt                           int64
funded_amnt                         int64
funded_amnt_inv                   float64
term                               object
int_rate                           object
installment                       float64
grade                              object
sub_grade                          object
emp_title                          object
emp_length                         object
home_ownership                     object
annual_inc                        float64
verification_status                object
issue_d                            object
loan_status                        object
pymnt_plan                         object
url                                object
desc                               object
purpose                            object
title                              object
zip_code                           object
addr_state                         object
dti                               float64
delinq_2yrs                         int64
earliest_cr_line                   object
inq_last_6mths                      int64
mths_since_last_delinq            float64
mths_since_last_record            float64
open_acc                            int64
pub_rec                             int64
revol_bal                           int64
revol_util                         object
total_acc                           int64
initial_list_status                object
out_prncp                         float64
out_prncp_inv                     float64
total_pymnt                       float64
total_pymnt_inv                   float64
total_rec_prncp                   float64
total_rec_int                     float64
total_rec_late_fee                float64
recoveries                        float64
collection_recovery_fee           float64
last_pymnt_d                       object
last_pymnt_amnt                   float64
next_pymnt_d                       object
last_credit_pull_d                 object
collections_12_mths_ex_med        float64
mths_since_last_major_derog       float64
policy_code                         int64
application_type                   object
annual_inc_joint                  float64
dti_joint                         float64
verification_status_joint         float64
acc_now_delinq                      int64
tot_coll_amt                      float64
tot_cur_bal                       float64
open_acc_6m                       float64
open_il_6m                        float64
open_il_12m                       float64
open_il_24m                       float64
mths_since_rcnt_il                float64
total_bal_il                      float64
il_util                           float64
open_rv_12m                       float64
open_rv_24m                       float64
max_bal_bc                        float64
all_util                          float64
total_rev_hi_lim                  float64
inq_fi                            float64
total_cu_tl                       float64
inq_last_12m                      float64
acc_open_past_24mths              float64
avg_cur_bal                       float64
bc_open_to_buy                    float64
bc_util                           float64
chargeoff_within_12_mths          float64
delinq_amnt                         int64
mo_sin_old_il_acct                float64
mo_sin_old_rev_tl_op              float64
mo_sin_rcnt_rev_tl_op             float64
mo_sin_rcnt_tl                    float64
mort_acc                          float64
mths_since_recent_bc              float64
mths_since_recent_bc_dlq          float64
mths_since_recent_inq             float64
mths_since_recent_revol_delinq    float64
num_accts_ever_120_pd             float64
num_actv_bc_tl                    float64
num_actv_rev_tl                   float64
num_bc_sats                       float64
num_bc_tl                         float64
num_il_tl                         float64
num_op_rev_tl                     float64
num_rev_accts                     float64
num_rev_tl_bal_gt_0               float64
num_sats                          float64
num_tl_120dpd_2m                  float64
num_tl_30dpd                      float64
num_tl_90g_dpd_24m                float64
num_tl_op_past_12m                float64
pct_tl_nvr_dlq                    float64
percent_bc_gt_75                  float64
pub_rec_bankruptcies              float64
tax_liens                         float64
tot_hi_cred_lim                   float64
total_bal_ex_mort                 float64
total_bc_limit                    float64
total_il_high_credit_limit        float64
dtype: object
In [6]:
loan.describe()
Out[6]:
id member_id loan_amnt funded_amnt funded_amnt_inv installment annual_inc dti delinq_2yrs inq_last_6mths ... num_tl_90g_dpd_24m num_tl_op_past_12m pct_tl_nvr_dlq percent_bc_gt_75 pub_rec_bankruptcies tax_liens tot_hi_cred_lim total_bal_ex_mort total_bc_limit total_il_high_credit_limit
count 39,717.00 39,717.00 39,717.00 39,717.00 39,717.00 39,717.00 39,717.00 39,717.00 39,717.00 39,717.00 ... 0.00 0.00 0.00 0.00 39,020.00 39,678.00 0.00 0.00 0.00 0.00
mean 683,131.91 850,463.56 11,219.44 10,947.71 10,397.45 324.56 68,968.93 13.32 0.15 0.87 ... nan nan nan nan 0.04 0.00 nan nan nan nan
std 210,694.13 265,678.31 7,456.67 7,187.24 7,128.45 208.87 63,793.77 6.68 0.49 1.07 ... nan nan nan nan 0.20 0.00 nan nan nan nan
min 54,734.00 70,699.00 500.00 500.00 0.00 15.69 4,000.00 0.00 0.00 0.00 ... nan nan nan nan 0.00 0.00 nan nan nan nan
25% 516,221.00 666,780.00 5,500.00 5,400.00 5,000.00 167.02 40,404.00 8.17 0.00 0.00 ... nan nan nan nan 0.00 0.00 nan nan nan nan
50% 665,665.00 850,812.00 10,000.00 9,600.00 8,975.00 280.22 59,000.00 13.40 0.00 1.00 ... nan nan nan nan 0.00 0.00 nan nan nan nan
75% 837,755.00 1,047,339.00 15,000.00 15,000.00 14,400.00 430.78 82,300.00 18.60 0.00 1.00 ... nan nan nan nan 0.00 0.00 nan nan nan nan
max 1,077,501.00 1,314,167.00 35,000.00 35,000.00 35,000.00 1,305.19 6,000,000.00 29.99 11.00 8.00 ... nan nan nan nan 2.00 0.00 nan nan nan nan

8 rows × 87 columns

In [7]:
loan.head()
Out[7]:
id member_id loan_amnt funded_amnt funded_amnt_inv term int_rate installment grade sub_grade ... num_tl_90g_dpd_24m num_tl_op_past_12m pct_tl_nvr_dlq percent_bc_gt_75 pub_rec_bankruptcies tax_liens tot_hi_cred_lim total_bal_ex_mort total_bc_limit total_il_high_credit_limit
0 1077501 1296599 5000 5000 4,975.00 36 months 10.65% 162.87 B B2 ... nan nan nan nan 0.00 0.00 nan nan nan nan
1 1077430 1314167 2500 2500 2,500.00 60 months 15.27% 59.83 C C4 ... nan nan nan nan 0.00 0.00 nan nan nan nan
2 1077175 1313524 2400 2400 2,400.00 36 months 15.96% 84.33 C C5 ... nan nan nan nan 0.00 0.00 nan nan nan nan
3 1076863 1277178 10000 10000 10,000.00 36 months 13.49% 339.31 C C1 ... nan nan nan nan 0.00 0.00 nan nan nan nan
4 1075358 1311748 3000 3000 3,000.00 60 months 12.69% 67.79 B B5 ... nan nan nan nan 0.00 0.00 nan nan nan nan

5 rows × 111 columns

Filtering for target data

In [8]:
loan['loan_status'].value_counts(dropna=False).sort_values(ascending = False)
Out[8]:
Fully Paid     32950
Charged Off     5627
Current         1140
Name: loan_status, dtype: int64

Considering charged off and fully paid data only as they are the ones that are important for our analysis. Current loans are ongoing ones and we can't infer much from them.

In [9]:
loan = loan.loc[loan['loan_status'] != 'Current']
In [10]:
loan.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 38577 entries, 0 to 39716
Columns: 111 entries, id to total_il_high_credit_limit
dtypes: float64(74), int64(13), object(24)
memory usage: 33.0+ MB

Dropping Full Null Columns

There are 55 columns in the data set that have all values as null. Since, they are of no use for the analysis, proceeding with dropping them.

In [11]:
loan_isnull = pd.DataFrame(loan.isnull().sum(axis=0), columns=['NullCount'])

drop_full_null_columns = list(loan_isnull.loc[loan_isnull['NullCount']==len(loan.index)].index)

print('Columns which have all Nulls => \n\n' + str(drop_full_null_columns))

loan.drop(drop_full_null_columns, axis=1, inplace=True)

print('Remaining Columns => ' + str(len(loan.columns)))
Columns which have all Nulls => 

['next_pymnt_d', 'mths_since_last_major_derog', 'annual_inc_joint', 'dti_joint', 'verification_status_joint', 'tot_coll_amt', 'tot_cur_bal', 'open_acc_6m', 'open_il_6m', 'open_il_12m', 'open_il_24m', 'mths_since_rcnt_il', 'total_bal_il', 'il_util', 'open_rv_12m', 'open_rv_24m', 'max_bal_bc', 'all_util', 'total_rev_hi_lim', 'inq_fi', 'total_cu_tl', 'inq_last_12m', 'acc_open_past_24mths', 'avg_cur_bal', 'bc_open_to_buy', 'bc_util', 'mo_sin_old_il_acct', 'mo_sin_old_rev_tl_op', 'mo_sin_rcnt_rev_tl_op', 'mo_sin_rcnt_tl', 'mort_acc', 'mths_since_recent_bc', 'mths_since_recent_bc_dlq', 'mths_since_recent_inq', 'mths_since_recent_revol_delinq', 'num_accts_ever_120_pd', 'num_actv_bc_tl', 'num_actv_rev_tl', 'num_bc_sats', 'num_bc_tl', 'num_il_tl', 'num_op_rev_tl', 'num_rev_accts', 'num_rev_tl_bal_gt_0', 'num_sats', 'num_tl_120dpd_2m', 'num_tl_30dpd', 'num_tl_90g_dpd_24m', 'num_tl_op_past_12m', 'pct_tl_nvr_dlq', 'percent_bc_gt_75', 'tot_hi_cred_lim', 'total_bal_ex_mort', 'total_bc_limit', 'total_il_high_credit_limit']
Remaining Columns => 56

Column Value Counts

Finding the distinct value counts/frequencies of each column to determine if there are any columns with only a single value.

In [12]:
pd.DataFrame(loan.apply(lambda x: len(x.value_counts()), axis=0), columns=['Value Count']).sort_values(by='Value Count', ascending=True)
Out[12]:
Value Count
tax_liens 1
initial_list_status 1
out_prncp 1
out_prncp_inv 1
collections_12_mths_ex_med 1
policy_code 1
pymnt_plan 1
application_type 1
acc_now_delinq 1
chargeoff_within_12_mths 1
delinq_amnt 1
loan_status 2
term 2
verification_status 3
pub_rec_bankruptcies 3
home_ownership 5
pub_rec 5
grade 7
inq_last_6mths 9
emp_length 11
delinq_2yrs 11
purpose 14
sub_grade 35
open_acc 40
addr_state 50
issue_d 55
total_acc 82
mths_since_last_delinq 95
last_pymnt_d 101
last_credit_pull_d 106
mths_since_last_record 111
int_rate 370
earliest_cr_line 524
zip_code 822
loan_amnt 870
funded_amnt 1019
revol_util 1088
total_rec_late_fee 1320
collection_recovery_fee 2616
dti 2853
recoveries 4040
annual_inc 5215
total_rec_prncp 6841
funded_amnt_inv 8050
installment 15022
title 19297
revol_bal 21275
desc 25803
emp_title 28027
total_rec_int 34025
last_pymnt_amnt 34418
total_pymnt_inv 36387
total_pymnt 36714
url 38577
member_id 38577
id 38577

Dropping Columns with Single Value

There are 11 columns which have a single value in them. Since they are not useful for the analysis, proceeding with dropping them.

In [13]:
loan_single=loan.copy()

single_value_columns = pd.DataFrame(loan_single.apply(lambda x: len(x.value_counts()), axis=0), columns=['SingleValueColumn'])

drop_single_value_columns = list(single_value_columns.loc[single_value_columns['SingleValueColumn']==1].index)

print('Columns which have just a single value => \n\n' + str(drop_single_value_columns))

loan.drop(drop_single_value_columns, axis=1, inplace=True)

print('Remaining Columns => ' + str(len(loan.columns)))
Columns which have just a single value => 

['pymnt_plan', 'initial_list_status', 'out_prncp', 'out_prncp_inv', 'collections_12_mths_ex_med', 'policy_code', 'application_type', 'acc_now_delinq', 'chargeoff_within_12_mths', 'delinq_amnt', 'tax_liens']
Remaining Columns => 45

Dropping Columns with All Different Values

There are 3 columns that have all values different. Since they are not useful for the analysis, proceeding with dropping them.

In [14]:
loan_diff=loan.copy()

alldiff_value_columns = pd.DataFrame(loan_diff.apply(lambda x: len(x.value_counts()), axis=0), columns=['AllDiffValueColumn'])

drop_alldiff_value_columns = list(alldiff_value_columns.loc[alldiff_value_columns['AllDiffValueColumn']==len(loan.index)].index)

print('Columns which have all values different => \n\n' + str(drop_alldiff_value_columns))

loan.drop(drop_alldiff_value_columns, axis=1, inplace=True)

print('Remaining Columns => ' + str(len(loan.columns)))
Columns which have all values different => 

['id', 'member_id', 'url']
Remaining Columns => 42

Dropping Columns with Significant Nulls

In [15]:
# Percentage of nulls in each column

round(100*(loan.isnull().sum(axis=0)/len(loan.index)), 2).sort_values(ascending = False)
Out[15]:
mths_since_last_record                   92.90
mths_since_last_delinq                   64.56
desc                                     32.47
emp_title                                 6.19
emp_length                                2.68
pub_rec_bankruptcies                      1.81
last_pymnt_d                              0.18
revol_util                                0.13
title                                     0.03
last_credit_pull_d                        0.01
int_rate                                  0.00
funded_amnt_inv                           0.00
funded_amnt                               0.00
loan_status                               0.00
issue_d                                   0.00
annual_inc                                0.00
verification_status                       0.00
installment                               0.00
home_ownership                            0.00
term                                      0.00
sub_grade                                 0.00
grade                                     0.00
purpose                                   0.00
dti                                       0.00
zip_code                                  0.00
addr_state                                0.00
last_pymnt_amnt                           0.00
collection_recovery_fee                   0.00
recoveries                                0.00
total_rec_late_fee                        0.00
total_rec_int                             0.00
total_rec_prncp                           0.00
total_pymnt_inv                           0.00
total_pymnt                               0.00
total_acc                                 0.00
revol_bal                                 0.00
pub_rec                                   0.00
open_acc                                  0.00
inq_last_6mths                            0.00
earliest_cr_line                          0.00
delinq_2yrs                               0.00
loan_amnt                                 0.00
dtype: float64

There are 3 columns which have significant amount of null values. Since they are not of much use to the analysis, proceeding with dropping them.

In [16]:
drop_null_cols = ['mths_since_last_record','mths_since_last_delinq','desc']

print('Columns which have significant nulls => \n\n' + str(drop_null_cols))

loan.drop(drop_null_cols, axis=1, inplace=True)

print('Remaining Columns => ' + str(len(loan.columns)))
Columns which have significant nulls => 

['mths_since_last_record', 'mths_since_last_delinq', 'desc']
Remaining Columns => 39
In [17]:
# Remaining Columns

list(loan.columns)
Out[17]:
['loan_amnt',
 'funded_amnt',
 'funded_amnt_inv',
 'term',
 'int_rate',
 'installment',
 'grade',
 'sub_grade',
 'emp_title',
 'emp_length',
 'home_ownership',
 'annual_inc',
 'verification_status',
 'issue_d',
 'loan_status',
 'purpose',
 'title',
 'zip_code',
 'addr_state',
 'dti',
 'delinq_2yrs',
 'earliest_cr_line',
 'inq_last_6mths',
 'open_acc',
 'pub_rec',
 'revol_bal',
 'revol_util',
 'total_acc',
 'total_pymnt',
 'total_pymnt_inv',
 'total_rec_prncp',
 'total_rec_int',
 'total_rec_late_fee',
 'recoveries',
 'collection_recovery_fee',
 'last_pymnt_d',
 'last_pymnt_amnt',
 'last_credit_pull_d',
 'pub_rec_bankruptcies']

Dropping Columns that are Insignificant to the Analysis

From our independent research of risk analytics and also through univariate analysis, we concluded that the below columns or attributes are not required for this analysis. Explanation for each is provided below.

issue_d, earliest_cr_line, last_pymnt_d, last_credit_pull_d Insignificant since a month/day can't affect the loan being default or not.

funded_amnt/funded_amnt_inv/installment These are after affect of finding the risky applications, meaning, the values of these would be higher for risky applications hence not useful for our analysis.

total_pymnt/total_pymnt_inv/total_rec_prncp/total_rec_int/total_rec_late_fee/recoveries/collection_recovery_fee/last_pymnt_amnt These columns signify the loan recovery hence not useful to analysis.

zip_code Already considering addr_state for geographic location. Hence, ignoring this.

sub_grade/emp_title With univariate analysis, found that the significance of this on loan status is not much.

title Title of the loan won't effect the loan status.

total_acc We are considering open_acc which aptly represents the number of credit lines.

In [18]:
date_cols = ['issue_d','earliest_cr_line','last_pymnt_d','last_credit_pull_d']

after_effect_cols = ['funded_amnt','funded_amnt_inv','installment']

received_cols = ['total_pymnt','total_pymnt_inv','total_rec_prncp','total_rec_int','total_rec_late_fee','recoveries',
                 'collection_recovery_fee','last_pymnt_amnt']

insig_cols = ['zip_code','sub_grade','emp_title','title','total_acc']

loan.drop(date_cols, axis=1, inplace=True)
loan.drop(after_effect_cols, axis=1, inplace=True)
loan.drop(received_cols, axis=1, inplace=True)
loan.drop(insig_cols, axis=1, inplace=True)

print('Remaining Columns => ' + str(len(loan.columns)))

list(loan.columns)
Remaining Columns => 19
Out[18]:
['loan_amnt',
 'term',
 'int_rate',
 'grade',
 'emp_length',
 'home_ownership',
 'annual_inc',
 'verification_status',
 'loan_status',
 'purpose',
 'addr_state',
 'dti',
 'delinq_2yrs',
 'inq_last_6mths',
 'open_acc',
 'pub_rec',
 'revol_bal',
 'revol_util',
 'pub_rec_bankruptcies']

Data Understanding

General Info

In [19]:
loan.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 38577 entries, 0 to 39716
Data columns (total 19 columns):
loan_amnt               38577 non-null int64
term                    38577 non-null object
int_rate                38577 non-null object
grade                   38577 non-null object
emp_length              37544 non-null object
home_ownership          38577 non-null object
annual_inc              38577 non-null float64
verification_status     38577 non-null object
loan_status             38577 non-null object
purpose                 38577 non-null object
addr_state              38577 non-null object
dti                     38577 non-null float64
delinq_2yrs             38577 non-null int64
inq_last_6mths          38577 non-null int64
open_acc                38577 non-null int64
pub_rec                 38577 non-null int64
revol_bal               38577 non-null int64
revol_util              38527 non-null object
pub_rec_bankruptcies    37880 non-null float64
dtypes: float64(3), int64(6), object(10)
memory usage: 5.9+ MB

Statistical Info

In [20]:
loan.describe()
Out[20]:
loan_amnt annual_inc dti delinq_2yrs inq_last_6mths open_acc pub_rec revol_bal pub_rec_bankruptcies
count 38,577.00 38,577.00 38,577.00 38,577.00 38,577.00 38,577.00 38,577.00 38,577.00 37,880.00
mean 11,047.03 68,777.97 13.27 0.15 0.87 9.28 0.06 13,289.49 0.04
std 7,348.44 64,218.68 6.67 0.49 1.07 4.40 0.24 15,866.49 0.20
min 500.00 4,000.00 0.00 0.00 0.00 2.00 0.00 0.00 0.00
25% 5,300.00 40,000.00 8.13 0.00 0.00 6.00 0.00 3,650.00 0.00
50% 9,600.00 58,868.00 13.37 0.00 1.00 9.00 0.00 8,762.00 0.00
75% 15,000.00 82,000.00 18.56 0.00 1.00 12.00 0.00 16,912.00 0.00
max 35,000.00 6,000,000.00 29.99 11.00 8.00 44.00 4.00 149,588.00 2.00

Data Glance

In [21]:
loan.head()
Out[21]:
loan_amnt term int_rate grade emp_length home_ownership annual_inc verification_status loan_status purpose addr_state dti delinq_2yrs inq_last_6mths open_acc pub_rec revol_bal revol_util pub_rec_bankruptcies
0 5000 36 months 10.65% B 10+ years RENT 24,000.00 Verified Fully Paid credit_card AZ 27.65 0 1 3 0 13648 83.70% 0.00
1 2500 60 months 15.27% C < 1 year RENT 30,000.00 Source Verified Charged Off car GA 1.00 0 5 3 0 1687 9.40% 0.00
2 2400 36 months 15.96% C 10+ years RENT 12,252.00 Not Verified Fully Paid small_business IL 8.72 0 2 2 0 2956 98.50% 0.00
3 10000 36 months 13.49% C 10+ years RENT 49,200.00 Source Verified Fully Paid other CA 20.00 0 1 10 0 5598 21% 0.00
5 5000 36 months 7.90% A 3 years RENT 36,000.00 Source Verified Fully Paid wedding AZ 11.20 0 3 9 0 7963 28.30% 0.00

Column Wise Missing Value %

In [22]:
(round(100*(loan.isnull().sum(axis=0)/len(loan.index)), 2).sort_values(ascending = False))
Out[22]:
emp_length                             2.68
pub_rec_bankruptcies                   1.81
revol_util                             0.13
loan_status                            0.00
term                                   0.00
int_rate                               0.00
grade                                  0.00
home_ownership                         0.00
annual_inc                             0.00
verification_status                    0.00
purpose                                0.00
addr_state                             0.00
dti                                    0.00
delinq_2yrs                            0.00
inq_last_6mths                         0.00
open_acc                               0.00
pub_rec                                0.00
revol_bal                              0.00
loan_amnt                              0.00
dtype: float64

Data Quality Issue

Clearly, there are missing values in emp_length, pub_rec_bankruptcies & revol_util_percent columns. These will be handled in the subsequent section.

Row Wise Missing Value %

In [23]:
(round(100*(loan.isnull().sum(axis=1)/len(loan.index)), 2).sort_values(ascending = False)).unique()
Out[23]:
array([ 0.01,  0.  ])

Rows with all column values null

In [24]:
loan.isnull().all(axis=1).sum()
Out[24]:
0

Rows with any column value null

In [25]:
loan.isnull().all(axis=0).sum()
Out[25]:
0

Count of unique values of all columns

In [26]:
loan.apply(lambda x: len(x.value_counts()), axis=0).sort_values(ascending = False)
Out[26]:
revol_bal               21275
annual_inc               5215
dti                      2853
revol_util               1088
loan_amnt                 870
int_rate                  370
addr_state                 50
open_acc                   40
purpose                    14
delinq_2yrs                11
emp_length                 11
inq_last_6mths              9
grade                       7
home_ownership              5
pub_rec                     5
verification_status         3
pub_rec_bankruptcies        3
loan_status                 2
term                        2
dtype: int64

Data Standardization

int_rate

Removing the % symbol from the value and converting to numeric value

In [27]:
loan['int_rate'] = loan['int_rate'].apply(lambda x: str(x).split('%')[0].strip())

loan.rename(columns={"int_rate":"int_rate_percent"}, inplace=True)

loan['int_rate_percent'] = loan['int_rate_percent'].astype('float64')

revol_util

Removing the % symbol from the value and converting to numeric value

In [28]:
loan['revol_util'] = loan['revol_util'].apply(lambda x: str(x).split('%')[0].strip())

loan.rename(columns={"revol_util":"revol_util_percent"}, inplace=True)

loan['revol_util_percent'] = loan['revol_util_percent'].astype('float64')

Data Cleaning & Manipulation

Cleaning

In [29]:
# We observe that term column contains leading spaces, let's remove those

loan.term = loan.term.str.strip()

Missing Value Imputation

emp_length

Imputing the emp_length missing values with the string 'Missing'

In [30]:
loan.loc[pd.isnull(loan['emp_length']), ['emp_length']] = 'Missing'

pub_rec_bankruptcies

In [31]:
loan['pub_rec_bankruptcies'].describe()
Out[31]:
count              37,880.00
mean                    0.04
std                     0.20
min                     0.00
25%                     0.00
50%                     0.00
75%                     0.00
max                     2.00
Name: pub_rec_bankruptcies, dtype: float64

Taking IQR (75th percentile - 25th percentile) as the missing value

In [32]:
loan.loc[pd.isnull(loan['pub_rec_bankruptcies']), ['pub_rec_bankruptcies']] = 0.00

revol_util_percent

In [33]:
loan['revol_util_percent'].describe()
Out[33]:
count              38,527.00
mean                   48.70
std                    28.36
min                     0.00
25%                    25.20
50%                    49.10
75%                    72.30
max                    99.90
Name: revol_util_percent, dtype: float64

Taking IQR (75th percentile - 25th percentile) as the missing value

In [34]:
loan.loc[pd.isnull(loan['revol_util_percent']), ['revol_util_percent']] = 47.00

Column Wise Missing Value %

In [35]:
round(100*(loan.isnull().sum(axis=0)/len(loan.index)), 2).sort_values(ascending = False)
Out[35]:
pub_rec_bankruptcies                   0.00
loan_status                            0.00
term                                   0.00
int_rate_percent                       0.00
grade                                  0.00
emp_length                             0.00
home_ownership                         0.00
annual_inc                             0.00
verification_status                    0.00
purpose                                0.00
revol_util_percent                     0.00
addr_state                             0.00
dti                                    0.00
delinq_2yrs                            0.00
inq_last_6mths                         0.00
open_acc                               0.00
pub_rec                                0.00
revol_bal                              0.00
loan_amnt                              0.00
dtype: float64

Now, all the missing values have been taken care.

Data Redundancy

Count of duplicates

In [36]:
loan.duplicated().value_counts()
Out[36]:
False    38577
dtype: int64

Drop duplicates

In [37]:
loan.drop_duplicates(keep='first', inplace=True)

loan.duplicated().value_counts()
Out[37]:
False    38577
dtype: int64

Choice of plots

Univariate Analysis

Quantitative Variable => Box plot to see for outliers.

Unordered Categorical Variable => Count plot to see the frequency distribution.

Numerical Categorical Variable => Count plot & Distribution plot to see the frequency/density distribution.

Segmented Univariate Analysis

1 Categorical + 1 Quantitative Variable => Bar plots to see the mean and median values across the loan statuses.

1 Categorical + 1 Numeric Categorical Variable => Count plots to see the frequency distribution across the loan statuses.

2 Categorical => Bar plots with count/percent distributions to see the effect one variable on the other.

Bivariate Analysis

3 Categorical Variables => Bar plots with count/percent distributions to see the effect one variable on the other.

Univariate Analysis

Outlier Treatment

For columns for which outliers are identified, they are treated considering the values between Q1-1.5xIQR & Q3+1.5xIQR where Q1 is 25th percentile and Q3 is 75th percentile and IQR is Q3-Q1.

loan_amnt

In [38]:
print('\nNumber of unique values => ' + str(len(loan['loan_amnt'].unique())))
print('\n###############')
print('\nUnique values are => \n\n' + str(pd.Series(loan['loan_amnt'].unique()).sort_values(ascending=True)))
print('\n###############')
print('\nFrequency distribution of unique values => \n\n'+ str(loan['loan_amnt'].value_counts(dropna=False).sort_values(ascending = False)))
Number of unique values => 870

###############

Unique values are => 

856      500
859      700
857      725
863      750
865      800
862      900
860      950
11      1000
710     1050
817     1075
330     1100
823     1125
853     1150
185     1200
772     1225
583     1250
652     1275
325     1300
271     1325
716     1350
776     1375
96      1400
765     1425
320     1450
807     1475
89      1500
700     1525
514     1550
246     1600
651     1625
739     1650
777     1675
145     1700
563     1750
633     1775
99      1800
486     1825
585     1850
516     1875
538     1900
368     1925
294     1950
81      2000
479     2050
681     2075
54      2100
252     2125
734     2150
137     2200
745     2225
181     2250
672     2275
211     2300
725     2325
540     2350
784     2375
2       2400
202     2425
530     2450
750     2475
1       2500
743     2525
449     2550
249     2575
359     2600
131     2625
644     2650
556     2675
241     2700
678     2725
435     2750
753     2775
247     2800
737     2825
398     2850
482     2875
529     2900
742     2925
711     2950
543     2975
5       3000
624     3025
172     3050
601     3075
281     3100
356     3125
150     3150
371     3175
97      3200
815     3225
183     3250
630     3275
228     3300
610     3325
547     3350
582     3375
331     3400
751     3425
485     3450
828     3475
35      3500
314     3525
579     3550
284     3575
12      3600
257     3625
404     3650
490     3675
389     3700
353     3725
591     3750
308     3775
251     3800
243     3825
574     3850
461     3900
673     3925
478     3950
612     3975
18      4000
358     4025
551     4050
650     4075
133     4100
118     4125
143     4150
840     4175
65      4200
91      4225
259     4250
675     4275
263     4300
629     4325
240     4350
20      4375
25      4400
447     4425
645     4450
106     4475
46      4500
788     4525
430     4550
636     4575
406     4600
436     4625
295     4650
793     4675
532     4700
393     4725
215     4750
634     4775
101     4800
299     4850
749     4875
369     4900
429     4925
397     4950
721     4975
0       5000
557     5025
333     5050
611     5075
339     5100
599     5125
306     5150
465     5175
224     5200
421     5225
301     5250
216     5275
84      5300
244     5325
204     5350
7       5375
117     5400
619     5425
250     5450
766     5475
55      5500
689     5525
604     5550
319     5575
6       5600
613     5625
344     5650
812     5675
350     5700
747     5725
373     5750
658     5775
115     5800
159     5825
214     5850
205     5875
186     5900
756     5925
560     5950
605     5975
13      6000
242     6025
285     6075
297     6100
566     6125
666     6150
49      6200
522     6225
122     6250
649     6275
107     6300
272     6325
413     6350
63      6375
40      6400
549     6425
489     6450
288     6475
8       6500
814     6525
376     6550
680     6575
104     6600
233     6625
385     6650
816     6675
402     6700
419     6725
188     6750
527     6775
277     6800
570     6825
379     6850
810     6875
234     6900
326     6925
203     6950
335     6975
4       7000
789     7025
768     7050
558     7075
30      7100
169     7125
179     7150
231     7175
50      7200
763     7225
42      7250
569     7275
102     7300
72      7325
78      7350
811     7375
86      7400
533     7425
415     7450
407     7475
114     7500
578     7525
588     7550
437     7575
212     7600
813     7625
160     7650
785     7675
152     7700
723     7725
73      7750
595     7775
111     7800
498     7850
266     7875
642     7900
364     7925
580     7950
741     7975
34      8000
598     8025
116     8050
198     8075
546     8100
127     8125
491     8150
631     8175
38      8200
635     8225
108     8250
646     8275
201     8300
298     8325
659     8350
311     8375
76      8400
69      8450
256     8475
19      8500
786     8525
705     8550
151     8575
367     8600
494     8625
85      8650
414     8675
488     8700
661     8725
667     8750
727     8775
282     8800
657     8825
62      8850
66      8875
360     8900
825     8950
442     8975
10      9000
555     9050
715     9075
470     9100
779     9125
500     9150
217     9175
14      9200
724     9225
236     9250
759     9275
315     9300
746     9325
197     9350
550     9375
156     9400
300     9425
206     9450
424     9475
51      9500
441     9525
683     9550
167     9575
24      9600
804     9625
677     9650
733     9700
708     9725
112     9750
707     9775
119     9800
473     9825
799     9850
109     9875
121     9900
269     9925
454     9950
425     9975
3      10000
592    10025
219    10050
196    10075
735    10100
348    10125
321    10150
340    10175
123    10200
509    10225
296    10250
264    10275
483    10300
866    10325
736    10350
171    10375
103    10400
679    10425
833    10450
835    10475
47     10500
139    10525
690    10550
729    10575
352    10600
61     10625
511    10650
384    10675
170    10700
852    10725
628    10750
386    10775
23     10800
564    10825
762    10850
669    10875
361    10900
396    10925
433    10950
572    10975
27     11000
497    11025
403    11050
668    11075
64     11100
313    11125
832    11175
147    11200
848    11225
254    11250
722    11275
132    11300
278    11325
760    11350
674    11375
450    11400
381    11425
698    11450
820    11475
79     11500
603    11525
328    11550
615    11575
477    11600
82     11625
475    11650
826    11675
142    11700
519    11725
576    11750
194    11775
45     11800
782    11850
98     11875
225    11900
443    11975
9      12000
457    12025
771    12050
418    12075
334    12100
847    12125
427    12150
670    12175
229    12200
693    12225
239    12250
827    12275
267    12300
714    12325
439    12350
144    12375
22     12400
641    12425
621    12450
434    12475
36     12500
695    12525
518    12550
187    12600
561    12625
260    12650
684    12675
302    12700
512    12725
481    12750
332    12775
164    12800
796    12825
444    12850
130    12875
565    12900
712    12925
836    12950
821    12975
31     13000
867    13025
754    13050
653    13075
487    13100
720    13125
262    13150
682    13175
95     13200
193    13225
77     13250
525    13275
542    13300
764    13325
74     13350
791    13375
581    13400
709    13425
851    13450
70     13475
67     13500
803    13550
391    13575
177    13600
702    13625
59     13650
694    13675
453    13700
726    13725
456    13750
600    13775
280    13800
773    13850
839    13900
846    13950
279    13975
26     14000
138    14050
422    14075
493    14100
94     14125
245    14150
499    14175
639    14200
656    14250
502    14275
378    14300
593    14350
41     14400
508    14475
141    14500
643    14525
268    14550
168    14575
374    14600
790    14625
253    14650
327    14675
609    14700
462    14725
366    14750
571    14775
372    14800
363    14825
304    14850
800    14875
730    14900
365    14950
459    14975
17     15000
466    15025
618    15050
83     15075
432    15125
805    15150
692    15175
275    15200
523    15250
740    15275
506    15300
822    15325
428    15350
719    15400
685    15425
627    15450
318    15500
113    15550
370    15575
93     15600
199    15625
697    15650
818    15675
120    15700
394    15750
637    15775
338    15800
577    15825
270    15850
395    15875
149    15900
541    15950
706    15975
29     16000
662    16050
665    16075
291    16100
474    16200
758    16225
310    16250
517    16300
616    16325
671    16350
195    16400
37     16425
345    16450
92     16500
781    16525
718    16550
324    16600
292    16675
752    16700
802    16725
232    16750
349    16775
136    16800
505    16875
382    16950
157    17000
182    17050
775    17075
824    17100
809    17150
423    17175
192    17200
190    17250
819    17275
732    17300
387    17325
864    17350
289    17375
329    17400
801    17425
484    17450
189    17475
32     17500
855    17525
362    17600
290    17625
33     17675
620    17700
686    17725
412    17750
464    17800
504    17825
586    17850
587    17875
417    17900
842    17925
440    17950
738    17975
43     18000
798    18050
830    18125
797    18150
221    18200
134    18225
401    18250
778    18275
687    18300
676    18325
341    18400
135    18500
409    18550
688    18600
235    18650
312    18725
431    18750
128    18800
52     18825
476    18875
597    18900
346    18950
248    18975
207    19000
191    19075
316    19125
660    19150
129    19200
728    19250
861    19275
767    19300
220    19400
354    19425
528    19450
638    19475
223    19500
623    19550
534    19575
90     19600
850    19650
460    19700
622    19725
58     19750
140    19775
317    19800
445    19850
806    19875
845    19900
501    19925
480    19950
844    19975
48     20000
175    20050
200    20125
837    20150
351    20200
15     20250
210    20300
405    20375
208    20400
322    20450
854    20475
163    20500
704    20600
161    20675
632    20700
390    20800
426    20900
573    20950
39     20975
16     21000
400    21100
792    21125
287    21200
640    21225
125    21250
531    21300
554    21350
155    21400
829    21425
761    21450
110    21500
309    21575
68     21600
307    21625
209    21650
717    21700
451    21725
455    21750
507    21800
834    21825
446    21850
71     22000
607    22100
408    22125
154    22200
146    22250
783    22300
691    22325
868    22350
158    22400
75     22475
148    22500
869    22550
230    22575
520    22600
808    22650
184    22750
237    22800
625    22875
377    22900
293    22950
124    23000
831    23050
626    23075
452    23100
100    23200
524    23275
337    23325
699    23350
458    23400
748    23425
552    23450
849    23475
323    23500
438    23525
858    23575
265    23600
472    23675
286    23700
654    23750
357    23800
468    23850
492    23975
53     24000
841    24100
843    24150
770    24175
617    24200
87     24250
769    24375
420    24400
153    24500
213    24575
559    24600
416    24625
655    24650
838    24750
594    24800
176    24925
795    24975
57     25000
375    25200
608    25300
794    25375
503    25400
283    25450
303    25475
411    25500
28     25600
227    25850
545    25875
355    25900
274    25975
88     26000
757    26025
663    26250
336    26300
380    26375
178    26400
521    26500
56     26800
567    26850
173    27000
162    27050
614    27175
647    27200
388    27250
238    27300
471    27400
510    27500
410    27525
165    27575
261    27600
60     28000
276    28100
463    28200
544    28250
744    28500
548    28600
174    28625
696    28750
568    28800
166    29000
226    29100
664    29175
392    29275
539    29300
713    29375
80     29500
467    29550
584    29600
273    29700
562    29800
383    29850
602    29900
105    30000
536    30100
590    30225
648    30600
342    30750
589    30800
255    31000
787    31050
535    31150
515    31200
258    31300
575    31325
513    31400
469    31500
701    31725
495    31800
21     31825
180    32000
448    32250
537    32350
553    32400
606    32500
774    32525
703    32775
399    32875
305    33000
780    33250
126    33425
596    33500
343    33600
347    33950
222    34000
755    34200
218    34475
526    34525
496    34675
731    34800
44     35000
dtype: int64

###############

Frequency distribution of unique values => 

10000    2809
12000    2248
5000     2028
6000     1886
15000    1838
8000     1568
20000    1536
25000    1327
4000     1123
3000     1018
7000     1014
16000     786
9000      671
18000     613
14000     603
35000     601
7500      531
2000      520
24000     454
4800      418
2500      401
13000     379
9600      351
7200      346
30000     337
3500      334
11000     299
1000      298
1500      292
3600      288
4500      287
6500      261
5500      251
2400      248
8500      243
21000     226
14400     222
17000     221
5600      217
4200      216
8400      215
6400      205
3200      172
22000     162
11200     142
1200      137
28000     133
24250     126
2800      123
14500     119
12500     112
1800      109
19000     108
9500      106
10800     105
12800     103
11500     102
1600       94
10500      87
17500      87
7800       85
6250       83
5400       78
9250       76
13200      73
16800      72
10400      72
4750       71
6600       71
23000      70
2100       70
6800       69
7750       67
5200       65
8800       63
9800       62
3250       62
13500      62
15250      60
12250      60
4400       57
2200       56
16750      55
15600      53
10200      51
1400       50
19200      48
13750      47
21600      47
10750      46
9200       46
6200       45
3800       45
16500      43
4900       43
6300       43
17600      39
12600      38
4600       37
2700       36
20500      36
18500      36
18250      35
7600       35
13600      34
14125      34
5800       33
8875       33
10625      33
5300       33
22750      32
13800      31
5100       31
2600       31
3300       31
32000      30
26000      30
19750      30
6700       30
13250      29
7400       27
1750       27
21250      26
3400       25
11400      24
3700       24
20400      24
18200      22
3900       21
7125       21
6625       21
5750       21
12375      21
19600      20
27000      20
23500      20
12400      19
5700       19
15200      19
1300       18
8200       18
22500      18
18225      18
18400      18
11100      18
9750       18
15500      17
1700       17
7100       17
22400      17
8600       17
15850      17
2300       17
12200      17
7300       17
8700       17
13650      16
3100       16
2250       16
11300      16
14800      16
1450       16
9100       16
10600      16
17400      16
8250       15
7700       15
9450       15
9400       15
29000      15
4375       15
5375       15
9900       14
7350       14
18825      14
4700       14
12300      14
6900       14
14300      14
9975       14
11600      13
2650       13
8450       13
19500      13
4100       13
24500      13
9950       13
22250      13
4300       13
34000      13
3625       12
13475      12
19400      12
8325       12
6075       12
25975      12
33000      12
9300       12
21500      12
8100       12
14700      12
4650       12
11700      12
5550       12
5875       11
15350      11
8300       11
14600      11
3850       11
12700      11
5900       11
8900       11
9700       11
6100       11
5275       11
2750       11
1925       11
3825       11
11800      10
15800      10
16400      10
5050       10
16200      10
18800      10
7550       10
5125       10
4950       10
2850       10
4550       10
29700      10
7250       10
22800      10
19800       9
14075       9
7875        9
26500       9
12875       9
1900        9
4975        9
14100       9
6350        9
13225       9
6125        9
2900        9
4250        9
10250       9
12750       9
8575        9
6950        9
20800       9
17475       9
4350        9
27300       8
9925        8
14750       8
5650        8
3350        8
21850       8
11250       8
4325        8
31000       8
6850        8
16450       8
3150        8
18550       8
3075        8
13400       8
25600       8
13300       8
33950       8
29100       8
24575       8
8125        8
1950        8
2150        8
5325        8
5850        8
8650        8
31825       8
5950        8
1250        8
10375       8
19425       7
9175        7
3050        7
9050        7
6150        7
19125       7
23200       7
9150        7
6450        7
20050       7
26400       7
4575        7
15450       7
11900       7
1675        7
11325       7
8750        7
10950       7
17625       7
16425       7
20675       7
25475       7
6725        7
5250        7
8850        6
6325        6
5175        6
19075       6
14675       6
9325        6
25200       6
3975        6
23600       6
2725        6
15875       6
8150        6
4050        6
21200       6
5975        6
21725       6
5525        6
10300       6
4150        6
3750        6
6650        6
13150       6
6025        6
7925        6
5150        6
4850        6
5825        6
14825       6
27575       6
3025        6
4125        6
20375       6
5075        6
14900       6
7475        6
6225        6
12900       6
12100       6
17800       6
16950       6
17050       6
8550        6
5575        6
10700       6
26375       6
2875        6
11050       6
14550       6
9350        6
15400       6
6575        5
13700       5
500         5
14650       5
11975       5
2125        5
11625       5
1100        5
27600       5
2050        5
12325       5
5775        5
11750       5
3950        5
2525        5
8975        5
28800       5
10175       5
15075       5
6925        5
3525        5
7950        5
34475       5
3125        5
9475        5
12025       5
25450       5
1325        5
16600       5
7900        5
6825        5
2225        5
11525       5
1875        5
3375        5
17200       5
28100       5
3450        5
6475        5
30750       5
15900       5
4475        5
5625        5
12650       5
7450        5
8050        5
2350        5
8725        5
7050        5
17325       4
18600       4
10050       4
8075        4
5025        4
8525        4
2375        4
15750       4
28200       4
27500       4
16100       4
9575        4
12450       4
5450        4
3725        4
8775        4
13100       4
20200       4
22600       4
2950        4
11650       4
27050       4
10150       4
6375        4
12175       4
1550        4
2275        4
2550        4
1775        4
4025        4
25500       4
6425        4
16700       4
12150       4
15700       4
7675        4
5425        4
24925       4
1850        4
10975       4
3325        4
8350        4
4625        4
4275        4
33600       4
23675       4
20950       4
13050       4
7775        4
10075       4
1275        4
24625       4
8475        4
1050        4
7575        4
8950        4
2425        4
9875        4
6750        4
2450        4
23800       4
18750       4
8275        4
19700       4
17950       4
4725        4
16250       4
3775        4
10875       4
10550       4
14200       4
4925        4
6550        4
13075       4
20700       4
32400       3
3275        3
23700       3
23750       3
3425        3
18950       3
8225        3
9550        3
2475        3
19575       3
10225       3
10675       3
10575       3
23325       3
17850       3
7425        3
7150        3
28625       3
21125       3
18650       3
23100       3
7375        3
4450        3
29500       3
10900       3
23975       3
3550        3
13350       3
16075       3
14250       3
21400       3
11850       3
7725        3
9525        3
15175       3
11225       3
14975       3
1350        3
9125        3
16300       3
10425       3
5350        3
6775        3
13575       3
20125       3
4075        3
23400       3
11425       3
9850        3
1825        3
8825        3
7175        3
31300       3
18300       3
10650       3
5225        3
18725       3
8675        3
4775        3
11875       3
7275        3
2825        3
12350       3
14575       3
3650        3
19950       3
1525        3
14275       3
22475       3
2975        3
15775       3
12225       2
16525       2
11350       2
10825       2
27250       2
17700       2
33500       2
24800       2
21350       2
2925        2
15275       2
20250       2
13725       2
11025       2
8375        2
9225        2
4425        2
9275        2
29275       2
15050       2
8625        2
7975        2
7650        2
11550       2
30800       2
12725       2
12675       2
23850       2
2325        2
24600       2
5675        2
33425       2
9425        2
22100       2
24750       2
6275        2
17750       2
11450       2
7325        2
17875       2
11675       2
14725       2
13900       2
17250       2
34800       2
27400       2
11575       2
14950       2
18975       2
32500       2
7025        2
15975       2
2775        2
17150       2
10125       2
7850        2
13775       2
16050       2
22200       2
14525       2
17450       2
9775        2
15625       2
12925       2
10100       2
31200       2
23075       2
12475       2
6875        2
13275       2
2575        2
10775       2
15575       2
16875       2
2675        2
12950       2
13450       2
30225       2
10450       2
29800       2
3675        2
11725       2
18900       2
15825       2
27525       2
1375        2
29600       2
11125       2
3575        2
24150       2
4225        2
13550       2
6525        2
3175        2
900         2
2075        2
23275       2
15125       2
22325       2
20600       2
7075        2
12550       2
31500       2
21650       2
32350       2
13125       2
6975        2
12125       2
15300       2
26800       2
10850       2
30600       2
10525       2
7525        2
16775       2
21750       2
22575       2
13175       2
4525        2
12075       2
15550       2
19850       2
23450       2
15950       1
11475       1
20475       1
20975       1
11075       1
7225        1
14625       1
19475       1
15325       1
29300       1
26250       1
21100       1
15425       1
13375       1
16350       1
14175       1
16225       1
28500       1
1625        1
1650        1
24650       1
10275       1
21575       1
23525       1
13675       1
3475        1
18150       1
11775       1
12425       1
19300       1
26850       1
22650       1
26300       1
6675        1
24100       1
14775       1
18875       1
17350       1
33250       1
750         1
31325       1
20900       1
10475       1
16550       1
10025       1
34525       1
17925       1
30100       1
19775       1
20300       1
18125       1
15150       1
9650        1
1225        1
25850       1
34200       1
31800       1
19550       1
13425       1
28250       1
12050       1
10925       1
25300       1
22875       1
5925        1
23475       1
22125       1
3225        1
13950       1
29175       1
13025       1
1425        1
4875        1
31400       1
12975       1
9375        1
9825        1
8025        1
32875       1
26025       1
15650       1
17075       1
1125        1
19250       1
21425       1
14850       1
12275       1
9725        1
17425       1
17825       1
22300       1
17375       1
9075        1
12625       1
14350       1
32775       1
19975       1
19150       1
13975       1
21300       1
15675       1
1150        1
17175       1
31150       1
12775       1
5475        1
23050       1
4675        1
22900       1
9625        1
32525       1
17525       1
25900       1
20150       1
19925       1
13850       1
24200       1
1475        1
24375       1
17675       1
22550       1
14150       1
13625       1
21700       1
19275       1
19725       1
2625        1
17900       1
24400       1
700         1
17300       1
24175       1
10725       1
23575       1
14050       1
22350       1
14875       1
17100       1
12825       1
34675       1
25875       1
21800       1
29900       1
18325       1
31725       1
11175       1
800         1
21225       1
29550       1
21450       1
13325       1
725         1
16675       1
12525       1
10350       1
17725       1
19900       1
18050       1
7625        1
19875       1
11375       1
32250       1
28600       1
23425       1
27175       1
15025       1
4175        1
27200       1
950         1
29375       1
11275       1
3925        1
8175        1
25375       1
19650       1
24975       1
16725       1
5725        1
17975       1
23350       1
16325       1
10325       1
31050       1
20450       1
21825       1
17275       1
29850       1
25400       1
12850       1
18275       1
14475       1
22950       1
21625       1
1075        1
19450       1
28750       1
Name: loan_amnt, dtype: int64
In [39]:
loan['loan_amnt'].describe()
Out[39]:
count              38,577.00
mean               11,047.03
std                 7,348.44
min                   500.00
25%                 5,300.00
50%                 9,600.00
75%                15,000.00
max                35,000.00
Name: loan_amnt, dtype: float64
In [40]:
plt.figure(figsize=(5, 4))
sns.boxplot(loan['loan_amnt'])
plt.show()
In [41]:
#'''
#Outlier Treatment

Q1 = loan['loan_amnt'].quantile(0.25)
Q3 = loan['loan_amnt'].quantile(0.75)
IQR = Q3 - Q1

print('IQR => ' + str(IQR))

fence_low  = Q1-1.5*IQR
print('fence_low => ' + str(fence_low))

fence_high = Q3+1.5*IQR
print('fence_high => ' + str(fence_high))

if fence_high > fence_low:
    loan = loan.loc[(loan['loan_amnt'] > fence_low) & (loan['loan_amnt'] < fence_high)]
#'''
IQR => 9700.0
fence_low => -9250.0
fence_high => 29550.0
In [42]:
plt.figure(figsize=(5, 4))
sns.boxplot(loan['loan_amnt'])
plt.show()
In [43]:
loan['annual_inc'].describe()
Out[43]:
count              37,488.00
mean               67,136.11
std                62,947.54
min                 4,000.00
25%                40,000.00
50%                57,200.00
75%                80,000.00
max             6,000,000.00
Name: annual_inc, dtype: float64

int_rate_percent

In [44]:
print('\nNumber of unique values => ' + str(len(loan['int_rate_percent'].unique())))
print('\n###############')
print('\nUnique values are => \n\n' + str(pd.Series(loan['int_rate_percent'].unique()).sort_values(ascending=True)))
print('\n###############')
print('\nFrequency distribution of unique values => \n\n'+ str(loan['int_rate_percent'].value_counts(dropna=False).sort_values(ascending = False)))
Number of unique values => 370

###############

Unique values are => 

48                    5.42
112                   5.79
38                    5.99
34                    6.00
11                    6.03
131                   6.17
171                   6.39
132                   6.54
19                    6.62
170                   6.76
127                   6.91
113                   6.92
44                    6.99
225                   7.05
349                   7.12
173                   7.14
96                    7.29
249                   7.37
222                   7.40
74                    7.42
340                   7.43
36                    7.49
16                    7.51
108                   7.66
247                   7.68
202                   7.74
333                   7.75
160                   7.88
4                     7.90
73                    7.91
234                   8.00
339                   8.07
282                   8.32
334                   8.38
42                    8.49
205                   8.59
290                   8.63
367                   8.70
136                   8.88
17                    8.90
208                   8.94
354                   9.01
266                   9.07
330                   9.20
133                   9.25
238                   9.32
355                   9.33
261                   9.38
312                   9.45
329                   9.51
138                   9.62
115                   9.63
351                   9.64
87                    9.67
297                   9.70
304                   9.76
326                   9.83
196                   9.88
9                     9.91
352                   9.96
40                    9.99
114                  10.00
286                  10.01
311                  10.08
346                  10.14
276                  10.20
189                  10.25
366                  10.28
285                  10.33
130                  10.36
104                  10.37
163                  10.38
306                  10.39
328                  10.46
265                  10.51
51                   10.59
191                  10.62
303                  10.64
0                    10.65
302                  10.71
110                  10.74
176                  10.75
332                  10.78
270                  10.83
364                  10.91
243                  10.95
284                  10.96
39                   10.99
308                  11.03
345                  11.09
103                  11.11
161                  11.12
75                   11.14
353                  11.22
240                  11.26
288                  11.28
305                  11.34
197                  11.36
344                  11.41
264                  11.46
211                  11.48
53                   11.49
356                  11.54
248                  11.58
289                  11.59
72                   11.63
309                  11.66
12                   11.71
337                  11.72
268                  11.78
210                  11.83
172                  11.86
244                  11.89
293                  11.91
315                  11.97
37                   11.99
341                  12.04
271                  12.09
77                   12.12
357                  12.17
209                  12.18
236                  12.21
292                  12.22
128                  12.23
314                  12.29
335                  12.36
269                  12.41
13                   12.42
362                  12.49
217                  12.53
291                  12.54
129                  12.61
70                   12.62
336                  12.67
117                  12.68
7                    12.69
262                  12.72
188                  12.73
358                  12.80
239                  12.84
287                  12.86
85                   12.87
316                  12.92
140                  12.98
45                   12.99
267                  13.04
100                  13.06
190                  13.11
365                  13.12
233                  13.16
296                  13.17
203                  13.22
159                  13.23
310                  13.24
331                  13.30
137                  13.35
263                  13.36
98                   13.43
235                  13.47
192                  13.48
3                    13.49
313                  13.55
204                  13.57
162                  13.61
327                  13.62
260                  13.67
142                  13.72
360                  13.75
246                  13.79
119                  13.80
82                   13.84
199                  13.85
307                  13.87
213                  13.92
338                  13.93
167                  13.98
55                   13.99
363                  14.07
143                  14.09
245                  14.11
283                  14.12
95                   14.17
319                  14.18
201                  14.22
342                  14.25
215                  14.26
14                   14.27
273                  14.30
174                  14.35
359                  14.38
254                  14.42
144                  14.46
318                  14.50
116                  14.54
193                  14.59
207                  14.61
281                  14.62
8                    14.65
368                  14.67
361                  14.70
177                  14.72
253                  14.74
299                  14.75
46                   14.79
94                   14.82
141                  14.83
168                  14.84
343                  14.88
99                   14.91
278                  14.93
200                  14.96
369                  15.01
251                  15.05
300                  15.07
320                  15.13
147                  15.20
169                  15.21
47                   15.23
275                  15.25
1                    15.27
101                  15.28
214                  15.31
198                  15.33
242                  15.37
294                  15.38
317                  15.45
148                  15.57
166                  15.58
52                   15.62
106                  15.65
241                  15.68
195                  15.70
322                  15.76
348                  15.83
277                  15.88
135                  15.95
2                    15.96
43                   15.99
219                  16.00
301                  16.01
97                   16.02
194                  16.07
321                  16.08
79                   16.11
347                  16.15
279                  16.20
10                   16.29
139                  16.32
298                  16.33
212                  16.35
105                  16.40
178                  16.45
49                   16.49
83                   16.59
237                  16.63
134                  16.69
218                  16.70
325                  16.71
15                   16.77
175                  16.82
57                   16.89
250                  16.95
295                  16.96
323                  17.03
206                  17.04
151                  17.06
102                  17.14
274                  17.15
84                   17.19
256                  17.26
21                   17.27
324                  17.34
220                  17.39
153                  17.43
158                  17.44
272                  17.46
50                   17.49
107                  17.51
80                   17.54
164                  17.56
22                   17.58
224                  17.74
146                  17.80
111                  17.88
258                  17.90
165                  17.93
58                   17.99
71                   18.07
221                  18.09
152                  18.17
255                  18.21
18                   18.25
184                  18.30
350                  18.36
56                   18.39
223                  18.43
90                   18.49
252                  18.53
149                  18.54
109                  18.62
5                    18.64
179                  18.67
280                  18.72
229                  18.78
41                   18.79
257                  18.84
156                  18.91
120                  18.99
28                   19.03
185                  19.04
216                  19.13
259                  19.16
54                   19.29
118                  19.36
78                   19.39
181                  19.41
24                   19.42
228                  19.47
150                  19.66
59                   19.69
123                  19.74
89                   19.79
231                  19.82
20                   19.91
145                  20.03
124                  20.11
182                  20.16
232                  20.17
76                   20.20
61                   20.25
26                   20.30
154                  20.40
125                  20.48
226                  20.52
180                  20.53
60                   20.62
86                   20.69
155                  20.77
122                  20.85
227                  20.86
25                   20.89
186                  20.90
62                   20.99
157                  21.14
230                  21.21
126                  21.22
183                  21.27
6                    21.28
64                   21.36
93                   21.48
121                  21.59
187                  21.64
23                   21.67
65                   21.74
88                   21.82
32                   22.06
68                   22.11
31                   22.35
67                   22.48
81                   22.64
30                   22.74
63                   22.85
91                   22.94
29                   23.13
66                   23.22
35                   23.52
69                   23.59
27                   23.91
33                   24.11
92                   24.40
dtype: float64

###############

Frequency distribution of unique values => 

10.99    886
 7.51    785
11.49    780
 7.88    725
13.49    703
 7.49    643
 9.99    581
 5.42    573
 7.90    549
11.71    522
11.99    456
10.37    455
 6.03    447
12.69    432
 8.49    426
 5.79    410
 7.29    393
12.99    392
11.86    391
10.65    388
 6.62    388
12.42    375
 9.63    375
 8.90    366
10.59    351
 9.91    346
 5.99    345
 7.14    341
 6.99    336
12.53    327
11.11    322
14.27    313
10.74    310
 6.54    305
 6.91    303
 8.94    294
13.61    291
 7.66    291
13.98    284
16.77    272
13.23    263
11.12    259
 6.17    252
10.36    250
10.75    250
10.00    249
15.99    248
11.36    247
12.68    241
11.83    233
10.62    228
13.99    220
10.38    219
10.25    218
14.96    214
13.06    212
11.14    206
 6.92    204
12.18    203
16.49    202
15.95    199
16.32    198
15.65    197
14.65    196
 8.00    191
12.73    187
15.21    187
 9.62    186
15.58    185
18.25    185
15.23    185
 9.32    184
15.27    184
11.48    183
12.61    181
 8.59    181
 9.88    181
13.11    177
12.87    176
14.79    174
12.21    169
 6.76    168
14.91    164
15.62    163
16.89    162
16.45    162
 8.88    160
15.96    156
11.89    154
 7.74    153
13.48    152
17.49    152
17.27    150
15.28    145
13.22    142
13.43    142
17.58    142
16.29    141
 9.25    139
16.02    137
13.57    135
12.23    134
12.84    133
16.82    132
13.16    131
13.85    130
13.80    128
13.35    127
14.26    125
13.47    124
13.92    121
14.35    120
16.40    120
14.84    120
14.22    118
12.98    116
13.72    116
14.17    114
14.59    113
18.39    113
14.72    112
13.79    111
17.19    110
14.46    107
17.56    106
17.99    103
15.33    102
11.58     99
18.64     97
16.00     95
14.61     92
17.14     92
14.11     91
15.31     91
11.26     91
14.83     89
 7.68     89
19.29     86
14.42     84
19.03     83
15.70     80
15.57     79
17.93     79
10.95     78
18.79     77
19.42     73
 7.40     72
14.54     71
14.09     68
15.20     67
 9.76     65
14.74     65
19.69     63
19.91     61
15.05     59
18.30     58
 6.39     58
16.07     57
17.51     56
20.30     53
20.25     52
17.88     51
11.03     50
16.69     50
10.39     49
10.08     48
18.62     44
16.35     44
 8.32     44
15.37     43
10.71     43
18.67     42
11.34     41
20.89     39
20.99     38
11.66     38
15.68     38
 8.63     38
 9.45     37
11.97     37
12.29     36
17.06     34
20.62     34
16.70     34
21.36     33
19.04     32
 7.37     31
17.43     31
21.28     31
10.83     30
13.24     29
19.36     27
21.67     27
11.78     26
18.99     26
12.92     26
 7.43     26
18.17     26
17.04     26
11.46     25
19.41     25
19.74     24
 7.75     23
21.74     23
 7.05     23
 8.07     23
10.51     22
20.11     22
10.28     21
 9.38     21
18.54     20
12.41     20
22.06     20
22.11     20
17.80     19
 9.96     19
 9.64     18
13.55     18
17.74     18
 8.38     18
10.20     18
12.09     18
11.28     18
13.04     17
20.48     17
10.91     17
13.67     17
12.72     16
16.95     16
 6.00     16
10.78     16
11.22     15
17.39     15
 9.07     15
10.96     14
20.85     14
 7.91     14
13.87     14
 9.33     14
20.03     13
16.63     13
22.35     13
12.22     13
21.27     13
18.43     13
20.16     12
11.54     12
20.53     12
 8.70     12
 9.01     12
20.90     11
19.13     11
17.26     11
22.48     11
19.79     11
11.91     11
 9.20     11
10.14     10
12.17     10
20.77     10
11.72      9
12.49      9
11.59      9
 9.51      9
19.66      9
14.18      9
10.33      9
18.09      9
12.86      8
 9.83      8
 9.70      8
14.50      8
18.91      8
13.36      8
13.30      8
23.22      8
12.80      8
12.36      8
23.91      7
 7.12      7
10.01      7
 9.67      7
12.04      7
14.93      7
11.63      7
10.46      7
11.41      7
 7.42      7
19.47      7
18.07      7
21.59      6
14.82      6
13.17      6
22.74      5
12.54      5
16.11      5
11.09      5
12.67      5
13.75      5
18.21      5
14.38      5
14.30      5
19.82      5
22.85      5
16.59      5
12.12      5
21.14      4
15.88      4
21.21      4
15.25      4
15.13      4
23.52      4
18.78      4
21.22      4
18.53      4
23.13      4
15.76      3
15.45      3
14.12      3
13.93      3
20.40      3
12.62      3
20.17      3
19.16      3
14.75      3
13.12      3
18.49      3
21.64      3
24.11      3
20.69      3
18.84      3
13.62      3
20.86      3
23.59      3
16.08      3
19.39      3
14.25      2
15.83      2
15.38      2
14.62      2
15.01      2
14.88      2
17.90      2
13.84      2
20.20      2
21.82      2
15.07      2
14.07      2
16.33      2
17.03      2
10.64      2
17.15      2
14.70      2
18.72      1
16.20      1
20.52      1
21.48      1
16.96      1
24.40      1
14.67      1
22.94      1
17.54      1
18.36      1
22.64      1
16.01      1
17.44      1
17.46      1
16.15      1
16.71      1
17.34      1
Name: int_rate_percent, dtype: int64
In [45]:
loan['int_rate_percent'].describe()
Out[45]:
count              37,488.00
mean                   11.82
std                     3.62
min                     5.42
25%                     8.90
50%                    11.71
75%                    14.27
max                    24.40
Name: int_rate_percent, dtype: float64
In [46]:
plt.figure(figsize=(5, 4))
sns.boxplot(loan['int_rate_percent'])
plt.show()
In [47]:
#'''

#Outlier Treatment

Q1 = loan['int_rate_percent'].quantile(0.25)
Q3 = loan['int_rate_percent'].quantile(0.75)
IQR = Q3 - Q1

print('IQR => ' + str(IQR))

fence_low  = Q1-1.5*IQR
print('fence_low => ' + str(fence_low))

fence_high = Q3+1.5*IQR
print('fence_high => ' + str(fence_high))

if fence_high > fence_low:
    loan = loan.loc[(loan['int_rate_percent'] > fence_low) & (loan['int_rate_percent'] < fence_high)]

#'''
IQR => 5.369999999999999
fence_low => 0.8450000000000006
fence_high => 22.325
In [48]:
plt.figure(figsize=(5, 4))
sns.boxplot(loan['int_rate_percent'])
plt.show()
In [49]:
loan['int_rate_percent'].describe()
Out[49]:
count              37,422.00
mean                   11.80
std                     3.59
min                     5.42
25%                     8.90
50%                    11.71
75%                    14.27
max                    22.11
Name: int_rate_percent, dtype: float64

annual_inc

In [50]:
print('\nNumber of unique values => ' + str(len(loan['annual_inc'].unique())))
print('\n###############')
print('\nUnique values are => \n\n' + str(pd.Series(loan['annual_inc'].unique()).sort_values(ascending=True)))
print('\n###############')
print('\nFrequency distribution of unique values => \n\n'+ str(loan['annual_inc'].value_counts(dropna=False).sort_values(ascending = False)))
Number of unique values => 5093

###############

Unique values are => 

4590               4,000.00
3801               4,080.00
3999               4,200.00
3473               4,800.00
4632               4,888.00
5077               5,000.00
4749               5,500.00
755                6,000.00
4427               7,000.00
1067               7,200.00
4152               7,500.00
4076               7,800.00
5059               7,904.04
750                8,000.00
3229               8,004.00
1563               8,088.00
664                8,280.00
641                8,400.00
3721               8,412.00
1386               8,472.00
5010               8,500.00
1742               8,628.00
2127               9,000.00
4126               9,081.00
3327               9,192.00
1207               9,240.00
525                9,600.00
4838               9,732.00
1955               9,840.00
3771               9,900.00
2247               9,960.00
594               10,000.00
1726              10,008.00
1163              10,080.00
2077              10,140.00
1247              10,200.00
2600              10,380.00
3769              10,400.00
4227              10,500.00
1367              10,560.00
4724              10,636.00
4099              10,668.00
2497              10,720.00
1315              10,800.00
2286              10,980.00
599               11,000.00
5068              11,029.00
1684              11,220.00
3905              11,292.00
410               11,340.00
4640              11,389.00
4093              11,440.00
1817              11,476.00
3720              11,520.00
3995              11,688.00
3344              11,760.00
2342              11,808.00
513               11,820.00
87                12,000.00
4973              12,120.00
3129              12,240.00
2                 12,252.00
1853              12,360.00
1038              12,480.00
5087              12,500.00
3355              12,540.00
2439              12,582.00
1983              12,600.00
4028              12,624.00
4290              12,720.00
991               12,732.00
4295              12,816.00
663               12,960.00
189               12,996.00
2299              13,000.00
585               13,200.00
3318              13,212.00
1210              13,273.00
455               13,288.00
2335              13,296.00
4275              13,380.00
1651              13,440.00
4424              13,500.00
2747              13,728.00
3298              13,740.00
3574              13,775.00
2191              13,800.00
3937              13,806.00
4250              13,920.00
3709              13,944.00
852               14,000.00
2379              14,004.00
4241              14,040.00
4156              14,076.00
3118              14,088.00
244               14,400.00
2985              14,500.00
4264              14,573.00
1702              14,650.00
4409              14,664.00
2505              14,676.00
5020              14,800.00
2605              14,880.00
826               14,898.00
8                 15,000.00
2187              15,085.00
4557              15,090.00
598               15,120.00
3961              15,192.00
1887              15,204.00
1139              15,240.00
1027              15,300.00
228               15,360.00
4064              15,436.80
514               15,456.00
701               15,500.00
1371              15,523.00
397               15,600.00
720               15,648.00
3611              15,708.00
3418              15,840.00
2538              15,864.00
2557              15,874.00
1095              15,889.20
4729              15,915.00
2870              15,996.00
240               16,000.00
3525              16,008.00
2453              16,020.00
673               16,080.00
3974              16,094.00
3002              16,107.00
4694              16,120.00
2798              16,176.00
894               16,200.00
3591              16,320.00
4302              16,400.00
2726              16,428.00
1694              16,500.00
1967              16,560.00
2319              16,572.00
1292              16,620.00
3432              16,656.00
216               16,800.00
2208              16,884.00
1917              16,908.00
2743              16,992.00
138               17,000.00
3046              17,004.00
4191              17,040.00
26                17,108.00
2693              17,112.00
2532              17,220.00
418               17,280.00
249               17,352.00
1792              17,376.00
4207              17,400.00
1532              17,436.00
4507              17,496.00
4237              17,496.80
356               17,500.00
1608              17,520.00
5061              17,544.00
5054              17,573.00
2028              17,600.00
2691              17,616.00
267               17,640.00
1762              17,652.00
3928              17,676.00
2406              17,688.00
2885              17,720.09
5050              17,721.00
1855              17,760.00
2544              17,772.00
1890              17,795.00
4785              17,916.00
2724              17,946.00
115               18,000.00
4955              18,008.00
946               18,072.00
1156              18,144.00
1296              18,200.00
3806              18,204.00
4713              18,240.00
2019              18,287.00
4764              18,300.00
140               18,408.00
3045              18,456.00
4769              18,460.00
4992              18,492.00
2300              18,500.00
2697              18,528.00
1846              18,576.00
1625              18,600.00
1899              18,700.00
4774              18,701.00
1321              18,720.00
697               18,816.00
1409              18,835.20
834               18,840.00
4144              18,864.00
2382              18,900.00
3866              18,984.00
1454              18,996.00
425               19,000.00
2929              19,008.00
4271              19,012.80
4145              19,136.00
1623              19,140.00
3963              19,176.00
208               19,200.00
271               19,240.00
4081              19,250.00
2842              19,253.00
4985              19,368.00
1875              19,392.00
4307              19,404.00
5082              19,440.00
1894              19,464.00
203               19,498.00
4911              19,500.00
2435              19,560.00
1544              19,600.00
3603              19,632.00
3094              19,680.00
2070              19,728.00
2951              19,760.00
3631              19,764.00
355               19,800.00
3541              19,820.00
2694              19,896.00
3035              19,968.00
3216              19,992.00
282               20,000.00
878               20,004.00
4714              20,008.00
4421              20,064.00
1516              20,112.00
1199              20,124.60
2683              20,160.00
2043              20,232.00
5036              20,244.00
4826              20,245.00
4707              20,280.00
4324              20,292.00
2970              20,352.00
479               20,400.00
1019              20,485.00
2151              20,496.00
3677              20,500.00
1443              20,520.00
3443              20,632.59
2721              20,640.00
2840              20,664.00
1364              20,688.00
3758              20,700.00
4030              20,743.00
3250              20,796.00
858               20,800.00
1536              20,856.00
798               20,868.00
4079              20,928.00
1000              20,988.00
279               21,000.00
803               21,040.20
1071              21,084.00
2204              21,112.00
903               21,120.00
1196              21,158.00
4050              21,168.00
2345              21,216.00
2754              21,221.00
3856              21,240.00
982               21,300.00
1528              21,312.00
4577              21,324.00
4565              21,340.00
1556              21,360.00
3209              21,403.20
1268              21,403.44
3543              21,408.00
3279              21,424.00
1111              21,456.00
4983              21,500.00
3218              21,552.00
441               21,600.00
613               21,624.00
3610              21,636.00
668               21,640.00
1286              21,648.00
2820              21,700.00
3388              21,812.00
3349              21,816.00
2720              21,840.00
1083              21,864.00
749               21,888.00
4218              21,900.00
4747              21,948.00
2089              21,996.00
248               22,000.00
4964              22,004.00
2601              22,044.00
659               22,080.00
408               22,088.00
3215              22,100.00
2010              22,178.61
2189              22,188.00
1187              22,200.00
3900              22,240.00
3729              22,260.00
1708              22,292.00
2790              22,296.00
436               22,300.00
3008              22,320.00
1016              22,356.00
1279              22,392.00
2186              22,404.00
3706              22,406.00
3521              22,440.00
2306              22,452.00
4960              22,480.00
476               22,500.00
3162              22,560.00
2056              22,584.00
4967              22,596.00
2819              22,600.00
3914              22,608.00
430               22,668.00
4046              22,680.00
4675              22,704.00
3599              22,708.00
1820              22,718.00
439               22,776.00
4580              22,790.00
555               22,800.00
2302              22,812.72
4317              22,880.00
3602              22,884.00
4530              22,896.00
2327              22,944.00
2309              22,951.00
801               22,968.00
2807              22,992.00
75                23,000.00
1682              23,004.00
266               23,040.00
3011              23,136.00
4736              23,148.00
4966              23,196.00
4802              23,198.00
2239              23,328.00
678               23,340.00
3795              23,350.00
3284              23,387.00
3278              23,396.63
706               23,400.00
1535              23,421.00
3368              23,448.00
4069              23,460.00
2125              23,484.00
2891              23,500.00
1238              23,520.00
4715              23,587.00
4222              23,624.95
2383              23,631.00
1753              23,652.00
2103              23,658.05
4721              23,700.00
1594              23,712.00
819               23,748.00
2271              23,760.00
2590              23,766.00
4619              23,800.00
685               23,850.00
4425              23,868.00
4732              23,900.00
3068              23,916.00
3442              23,920.00
814               23,964.00
0                 24,000.00
27                24,044.00
1216              24,091.68
2398              24,100.00
4405              24,148.00
3542              24,166.00
2634              24,168.00
1523              24,216.00
1360              24,240.00
3371              24,288.00
1158              24,290.40
384               24,300.00
3620              24,395.00
4842              24,396.00
2105              24,398.00
3150              24,414.00
4071              24,432.00
4900              24,449.16
3296              24,468.00
2350              24,480.00
413               24,500.00
4448              24,543.84
4070              24,570.00
346               24,600.00
5051              24,605.00
1046              24,636.00
3393              24,696.00
3289              24,702.00
1494              24,720.00
3589              24,724.00
4751              24,744.00
3103              24,756.00
898               24,780.00
1527              24,840.00
4892              24,856.00
3723              24,864.00
4849              24,900.00
469               24,947.30
317               24,960.00
3411              24,972.00
1138              24,996.00
25                25,000.00
1734              25,008.00
2658              25,040.00
2904              25,044.00
467               25,056.00
1944              25,062.24
3764              25,064.00
4235              25,100.00
1377              25,104.00
3915              25,140.00
1534              25,164.00
784               25,200.00
1077              25,209.60
205               25,279.67
2253              25,300.00
3373              25,320.00
1449              25,344.00
5029              25,368.00
2324              25,380.00
3989              25,400.00
2384              25,404.00
1713              25,440.00
1501              25,480.00
914               25,500.00
1257              25,536.00
4792              25,568.00
976               25,591.00
1988              25,596.00
312               25,600.00
483               25,632.00
1998              25,690.00
1878              25,700.00
3467              25,708.00
3179              25,716.00
3075              25,716.72
4799              25,740.00
4284              25,788.36
1884              25,800.00
376               25,899.00
114               25,920.00
2648              25,960.00
4976              25,992.00
220               26,000.00
252               26,004.00
1264              26,010.00
2918              26,085.36
3803              26,100.00
1231              26,124.00
3405              26,208.00
1178              26,232.00
4325              26,237.88
2107              26,240.00
2029              26,280.00
1037              26,300.00
108               26,400.00
2795              26,412.00
3360              26,448.00
542               26,453.00
2340              26,458.00
1356              26,496.00
77                26,500.00
2569              26,544.00
2232              26,568.00
3210              26,592.00
4606              26,650.00
1922              26,688.00
4346              26,729.20
1508              26,748.00
3017              26,771.94
2848              26,780.00
1953              26,784.00
608               26,785.00
4951              26,796.00
3861              26,845.00
1805              26,880.00
2155              26,886.48
1073              26,900.00
2443              26,928.00
1519              26,940.00
2979              26,952.00
309               26,976.00
812               26,988.00
1866              26,989.22
39                27,000.00
1611              27,012.00
1933              27,024.00
1480              27,031.00
2689              27,036.00
770               27,040.00
2161              27,048.00
284               27,050.00
2580              27,052.00
886               27,096.00
446               27,120.00
2339              27,138.00
3025              27,168.00
3374              27,180.00
90                27,200.00
4513              27,204.00
859               27,228.00
2413              27,252.00
1649              27,259.44
3951              27,264.00
1881              27,300.00
516               27,302.40
4456              27,311.00
3674              27,336.00
1968              27,340.00
3981              27,350.00
2782              27,360.00
5092              27,376.00
1673              27,385.00
4510              27,396.00
3225              27,398.40
3567              27,408.00
4053              27,442.02
4505              27,456.00
3294              27,480.00
214               27,500.00
3352              27,504.00
2734              27,552.00
1865              27,560.00
4634              27,568.00
847               27,576.00
4047              27,599.00
145               27,600.00
3297              27,692.40
938               27,700.00
4652              27,720.00
1405              27,800.00
3630              27,804.00
323               27,840.00
1260              27,852.00
674               27,864.00
2907              27,880.00
683               27,900.00
2752              27,911.52
3870              27,919.20
4416              27,972.00
3733              27,983.00
2183              27,993.00
689               27,996.00
12                28,000.00
2652              28,008.00
4087              28,038.00
2182              28,056.00
639               28,080.00
4943              28,089.00
2404              28,114.00
4013              28,128.00
2688              28,140.00
3424              28,150.00
2477              28,176.00
791               28,200.00
3876              28,224.00
2372              28,284.00
1525              28,296.00
2787              28,303.19
2318              28,308.80
4419              28,320.00
2093              28,332.00
3673              28,350.00
4386              28,404.00
3484              28,416.00
1242              28,440.00
2732              28,452.00
280               28,500.00
1306              28,550.00
3259              28,560.00
4854              28,584.00
4260              28,590.00
2473              28,596.00
793               28,600.00
2793              28,608.00
2731              28,632.00
3749              28,644.00
2430              28,650.00
4387              28,672.80
296               28,675.92
4118              28,685.00
3608              28,692.00
1032              28,700.00
2522              28,704.00
1012              28,764.00
761               28,776.00
65                28,800.00
2277              28,854.00
2696              28,872.00
4501              28,880.00
3967              28,896.00
3071              28,900.00
1699              28,932.00
337               28,944.00
1667              28,956.00
4860              28,968.00
5000              28,989.00
101               29,000.00
331               29,004.00
2936              29,040.00
2215              29,056.87
932               29,088.00
3078              29,100.00
703               29,102.88
1763              29,112.00
133               29,120.00
4853              29,124.00
5058              29,136.00
4018              29,140.80
3007              29,152.00
3428              29,160.00
3136              29,184.00
4243              29,200.00
892               29,232.00
3513              29,268.00
353               29,280.00
1925              29,311.00
320               29,323.00
4274              29,328.00
1005              29,361.00
2573              29,376.00
4836              29,400.00
251               29,406.00
2338              29,412.00
2739              29,435.00
1926              29,472.00
2930              29,496.00
632               29,500.00
4737              29,520.00
1300              29,534.00
4850              29,536.00
2628              29,544.00
3090              29,550.00
1213              29,553.00
3326              29,568.00
4426              29,640.00
4498              29,664.00
4664              29,666.00
4680              29,676.00
2608              29,700.00
2781              29,730.00
2512              29,736.00
1096              29,744.00
3665              29,748.00
2568              29,750.00
3001              29,760.00
4551              29,766.84
188               29,772.96
3301              29,784.00
4246              29,808.00
4104              29,820.00
4542              29,856.00
3621              29,865.00
2423              29,881.00
2358              29,894.00
1086              29,950.00
3034              29,952.00
4347              29,962.00
4674              29,976.00
4807              29,996.00
1                 30,000.00
3563              30,004.00
4388              30,016.32
3417              30,028.80
4462              30,035.00
2770              30,067.20
130               30,084.00
3182              30,096.00
3584              30,100.00
311               30,108.00
2265              30,118.40
4566              30,123.00
2932              30,132.00
3585              30,144.00
2153              30,156.00
3246              30,159.96
820               30,160.00
556               30,188.40
2016              30,200.00
3412              30,204.00
1147              30,216.00
1155              30,225.00
3701              30,240.00
2535              30,280.00
4074              30,288.00
4316              30,288.24
4546              30,300.00
4700              30,372.00
4214              30,400.00
3579              30,412.80
1934              30,422.50
3022              30,456.00
1815              30,480.00
1767              30,500.00
3700              30,504.00
3774              30,548.00
4490              30,555.00
708               30,576.00
212               30,600.00
2475              30,636.00
2653              30,652.00
774               30,660.00
2542              30,680.00
2715              30,694.00
2272              30,696.00
3470              30,700.00
802               30,720.00
1872              30,784.00
4965              30,792.00
4342              30,796.80
1746              30,809.00
1676              30,840.00
2808              30,852.00
2474              30,857.00
1339              30,873.60
2099              30,892.80
2447              30,900.00
3438              30,912.00
4775              30,929.60
2087              30,960.00
431               30,972.00
4873              30,988.62
4884              30,992.00
1150              30,996.00
111               31,000.00
3495              31,008.00
2068              31,056.00
1100              31,075.00
2399              31,100.00
1997              31,104.00
4919              31,131.00
1328              31,150.00
691               31,164.00
4660              31,193.00
72                31,200.00
985               31,215.96
4616              31,221.00
4695              31,224.00
2015              31,243.00
873               31,303.00
4404              31,323.00
4918              31,356.00
2886              31,368.00
1013              31,400.00
4198              31,404.00
3016              31,416.00
1621              31,428.00
144               31,500.00
1973              31,504.27
2362              31,543.20
794               31,544.00
1349              31,550.07
2612              31,577.00
2877              31,577.60
3992              31,600.00
4273              31,609.52
3964              31,632.00
3000              31,680.00
744               31,700.00
3357              31,704.00
864               31,776.00
700               31,800.00
3757              31,836.00
975               31,850.00
3970              31,875.00
2690              31,897.00
2524              31,920.00
4819              31,944.00
2341              31,958.88
4887              31,970.00
4823              31,992.00
122               32,000.00
4874              32,001.00
889               32,004.00
2160              32,020.00
3657              32,088.00
3168              32,100.00
4755              32,108.00
3365              32,112.00
1202              32,124.00
2629              32,140.80
290               32,160.00
4622              32,198.40
1093              32,200.00
4420              32,240.00
4809              32,244.00
5023              32,268.00
3153              32,280.00
853               32,304.00
1130              32,340.00
796               32,346.00
1183              32,352.00
3013              32,376.00
3604              32,380.00
5056              32,388.00
168               32,400.00
3828              32,424.00
1957              32,450.00
589               32,468.80
1962              32,496.00
316               32,500.00
343               32,535.00
4262              32,560.00
1595              32,568.00
4390              32,580.00
3256              32,600.00
1468              32,640.00
3258              32,642.00
4437              32,647.60
2392              32,652.00
3796              32,656.00
1430              32,678.40
2343              32,700.00
622               32,712.00
4358              32,758.00
1270              32,760.00
2746              32,769.00
2108              32,796.00
2593              32,800.00
3469              32,864.00
3664              32,868.00
3057              32,878.00
4731              32,890.00
3102              32,900.00
1756              32,904.00
3269              32,918.64
1788              32,956.00
3211              32,960.00
3361              32,960.22
526               32,968.00
717               32,976.00
437               32,993.73
4375              32,995.00
2510              32,997.60
45                33,000.00
4609              33,004.00
4473              33,009.00
1232              33,012.00
4931              33,017.00
4706              33,036.00
4708              33,048.00
4089              33,078.00
365               33,098.88
2722              33,120.00
2817              33,144.00
3005              33,150.00
2548              33,168.00
3629              33,189.00
1879              33,195.20
2517              33,196.00
995               33,198.00
546               33,200.00
3676              33,204.00
2048              33,225.00
4129              33,227.00
2789              33,240.00
1342              33,250.00
2665              33,260.00
4344              33,267.00
1332              33,276.00
326               33,280.00
855               33,300.00
1497              33,300.80
2940              33,316.00
3934              33,321.60
1978              33,360.00
1918              33,388.00
1473              33,390.00
4515              33,396.00
2468              33,400.00
4979              33,448.00
3528              33,488.00
1704              33,500.00
1659              33,504.00
693               33,535.00
2124              33,588.00
51                33,600.00
4381              33,612.00
831               33,640.00
4937              33,650.00
3767              33,660.00
2889              33,664.44
3867              33,685.00
2783              33,716.00
4265              33,736.32
4048              33,763.00
454               33,800.00
880               33,804.00
4469              33,852.00
2331              33,864.00
1387              33,888.00
590               33,900.00
2446              33,924.00
2975              33,975.00
5090              33,990.00
821               33,996.00
28                34,000.00
2367              34,008.00
1074              34,039.08
621               34,056.00
3879              34,099.20
902               34,100.00
4083              34,132.80
5008              34,138.00
4777              34,152.00
4739              34,174.00
3573              34,188.00
548               34,200.00
2606              34,216.00
2222              34,224.00
4745              34,296.00
5011              34,300.00
552               34,320.00
842               34,348.80
4897              34,359.00
4337              34,368.00
1023              34,400.00
4843              34,404.00
3451              34,416.00
628               34,440.00
1132              34,444.00
3577              34,464.00
3476              34,480.00
1447              34,482.00
2661              34,485.72
482               34,500.00
4827              34,515.87
1176              34,560.00
1910              34,572.00
1243              34,580.00
2102              34,596.00
605               34,600.00
3908              34,650.24
4157              34,656.00
3340              34,662.00
2082              34,700.00
1905              34,737.00
4980              34,780.00
651               34,800.00
4220              34,819.00
3273              34,860.00
3336              34,868.40
2225              34,884.00
1555              34,900.00
1459              34,920.00
4795              34,928.12
1811              34,942.00
4480              34,977.00
4451              34,980.00
630               34,992.00
3883              34,995.00
4716              34,999.00
57                35,000.00
121               35,004.00
2444              35,010.00
5044              35,020.00
4658              35,028.00
4011              35,040.00
5070              35,064.00
4559              35,088.00
231               35,100.00
2106              35,138.40
2294              35,142.00
2666              35,184.00
3429              35,196.00
2646              35,220.00
2162              35,238.48
5055              35,244.00
1891              35,256.00
1251              35,280.00
3668              35,292.00
4109              35,300.00
1495              35,316.00
4982              35,324.00
1932              35,328.00
2178              35,350.00
680               35,352.00
128               35,360.00
2025              35,364.00
1984              35,368.00
3962              35,375.00
1950              35,376.00
900               35,380.00
4428              35,392.32
676               35,400.00
3056              35,412.00
2896              35,416.56
2351              35,424.00
5062              35,427.00
2354              35,472.48
4806              35,482.20
908               35,496.00
563               35,500.00
1581              35,500.20
3203              35,520.00
1219              35,550.00
1687              35,554.00
2431              35,556.00
1725              35,568.00
4835              35,570.00
2984              35,576.00
1921              35,600.00
1035              35,640.00
4051              35,654.00
4999              35,665.00
1602              35,700.00
5012              35,713.60
4946              35,780.00
3628              35,808.00
3169              35,820.00
3333              35,827.20
1419              35,832.00
765               35,880.00
687               35,900.00
4440              35,916.00
2492              35,918.40
1514              35,960.00
3938              35,976.00
4                 36,000.00
722               36,021.96
381               36,048.00
1863              36,069.00
3214              36,072.00
2416              36,077.28
849               36,100.00
1711              36,108.00
3763              36,120.00
4127              36,129.00
3889              36,132.00
3802              36,144.00
5091              36,153.00
4620              36,156.00
2786              36,168.00
1422              36,184.80
3047              36,188.00
4991              36,194.00
1928              36,200.00
4857              36,225.00
1959              36,228.00
3111              36,240.00
4075              36,250.00
4995              36,252.00
1589              36,276.00
3634              36,288.00
4555              36,297.00
731               36,300.00
3483              36,320.00
1586              36,360.00
836               36,396.00
489               36,400.00
4211              36,416.84
3341              36,444.00
4972              36,450.00
2462              36,461.00
464               36,475.00
2703              36,480.00
264               36,500.00
1224              36,504.00
642               36,538.32
3161              36,566.40
2530              36,572.88
3116              36,576.00
1153              36,588.00
1920              36,600.00
3732              36,628.80
457               36,636.00
534               36,648.00
4103              36,662.00
3698              36,672.00
4936              36,684.00
4189              36,700.00
3666              36,707.00
2613              36,712.00
4005              36,720.00
3686              36,729.60
3571              36,750.00
1994              36,780.00
4461              36,789.24
543               36,800.00
501               36,840.00
553               36,850.00
32                36,852.00
382               36,888.00
4882              36,895.02
945               36,900.00
4630              36,903.00
3644              36,928.26
4948              36,933.00
4956              36,933.72
1064              36,960.00
951               36,996.00
164               37,000.00
334               37,008.00
3055              37,017.00
3890              37,020.00
4750              37,050.00
623               37,076.00
3362              37,086.00
3448              37,090.00
1782              37,100.00
4794              37,120.00
4771              37,148.80
4944              37,152.00
1642              37,157.00
3835              37,195.20
341               37,200.00
3597              37,225.00
4361              37,232.00
2501              37,236.96
421               37,245.00
2698              37,273.60
1948              37,290.00
4357              37,300.00
1654              37,308.00
3784              37,315.00
153               37,320.00
4996              37,342.50
2361              37,344.00
2571              37,392.00
3714              37,400.00
2065              37,404.00
3198              37,417.00
4044              37,423.99
562               37,440.00
2363              37,459.00
1783              37,460.00
204               37,500.00
1672              37,506.48
456               37,513.00
618               37,516.80
1325              37,560.00
3143              37,584.00
3738              37,595.00
2148              37,596.00
2623              37,600.00
369               37,620.00
2549              37,648.00
4977              37,676.00
2298              37,680.00
4017              37,681.00
5022              37,692.00
1628              37,700.00
4581              37,732.83
499               37,740.00
3348              37,750.00
3144              37,752.00
4538              37,760.00
3904              37,785.00
423               37,793.60
169               37,800.00
4082              37,818.00
3639              37,820.00
1345              37,824.00
4088              37,850.00
2472              37,876.80
3703              37,896.00
1747              37,920.00
646               37,947.00
3672              37,950.00
2516              37,956.00
1808              37,960.00
4796              37,965.24
650               37,980.00
4520              37,992.00
67                38,000.00
1903              38,000.04
2879              38,001.60
110               38,004.00
1627              38,014.00
3100              38,016.00
1112              38,040.00
3507              38,052.00
4613              38,060.00
2774              38,088.00
939               38,100.00
3252              38,112.00
4252              38,117.00
4102              38,126.00
2964              38,160.00
4981              38,168.00
2401              38,176.00
2374              38,196.00
234               38,200.00
4394              38,200.08
3873              38,208.00
4754              38,213.00
1807              38,220.00
3778              38,244.00
3319              38,250.00
2336              38,268.00
1334              38,269.33
2755              38,272.00
4253              38,295.60
3916              38,300.00
3893              38,304.00
1060              38,340.00
3520              38,352.00
3164              38,368.00
2595              38,376.00
769               38,397.00
241               38,400.00
305               38,417.60
1827              38,423.00
352               38,423.87
1385              38,450.00
2176              38,480.00
1169              38,484.00
748               38,492.00
1165              38,496.00
152               38,500.00
2908              38,508.00
1779              38,532.00
5074              38,556.00
1617              38,568.00
3201              38,599.80
2371              38,600.00
3960              38,604.00
1963              38,616.00
1455              38,628.96
4696              38,643.00
3435              38,644.00
4527              38,652.00
2865              38,664.00
4962              38,667.00
4001              38,688.00
4561              38,698.00
930               38,700.00
883               38,702.78
1079              38,720.64
2023              38,727.12
2493              38,748.00
3281              38,760.00
996               38,769.12
2552              38,790.00
2603              38,792.00
3390              38,795.40
1456              38,800.00
2275              38,832.00
4921              38,850.00
972               38,880.00
4182              38,896.00
3523              38,900.00
4703              38,904.00
3921              38,918.40
2620              38,970.81
3375              38,973.00
43                39,000.00
5041              39,048.00
4167              39,099.00
4487              39,100.00
62                39,120.00
4247              39,124.00
1272              39,150.00
340               39,168.00
3079              39,184.00
564               39,192.00
4261              39,200.00
2137              39,204.00
2157              39,216.00
4401              39,240.00
2149              39,270.00
4910              39,288.00
672               39,300.00
4213              39,312.00
1966              39,336.00
3021              39,342.48
1353              39,359.00
165               39,396.00
3356              39,400.00
500               39,420.00
3383              39,432.00
366               39,456.00
1560              39,480.00
656               39,481.00
398               39,500.00
5025              39,504.00
4340              39,516.00
2464              39,520.00
2481              39,552.00
3871              39,562.00
714               39,564.00
1277              39,580.80
137               39,600.00
735               39,624.00
1453              39,660.00
2085              39,666.00
2136              39,672.00
5005              39,684.00
4516              39,689.00
3457              39,700.00
1407              39,750.00
2756              39,772.00
2278              39,779.00
715               39,800.00
3770              39,804.00
2759              39,828.00
2518              39,860.00
3882              39,862.00
445               39,870.00
4597              39,875.00
884               39,900.00
1483              39,915.00
5016              39,948.00
808               39,960.00
4945              39,962.00
5075              39,975.00
322               39,990.00
335               39,996.00
3823              39,999.00
7                 40,000.00
772               40,008.00
3768              40,020.00
3648              40,040.00
3717              40,044.00
4439              40,046.00
3325              40,050.00
3985              40,056.00
1619              40,056.64
1052              40,058.00
3519              40,068.00
3200              40,080.00
3649              40,084.80
292               40,100.00
4922              40,104.00
3820              40,113.00
3028              40,116.12
1490              40,200.00
4435              40,224.00
129               40,246.00
3291              40,250.00
2084              40,255.00
1301              40,269.00
3636              40,272.00
949               40,277.00
782               40,296.00
1530              40,300.00
4869              40,308.00
3998              40,310.00
729               40,320.00
2735              40,351.56
4258              40,400.00
1388              40,404.00
357               40,406.00
3347              40,428.00
4192              40,440.00
540               40,452.00
4389              40,499.00
1663              40,500.00
1985              40,512.00
3242              40,514.64
2169              40,518.00
3695              40,542.00
4376              40,556.00
1758              40,560.00
3255              40,581.00
1318              40,584.00
4041              40,610.00
2479              40,700.00
2495              40,704.00
4037              40,720.00
2007              40,740.00
498               40,752.00
2509              40,777.00
4443              40,792.00
295               40,800.00
1157              40,809.00
679               40,860.00
4917              40,872.00
1406              40,896.00
4029              40,900.00
971               40,904.00
2347              40,906.00
4308              40,934.40
4035              40,944.00
3019              40,980.00
3712              40,988.76
583               40,992.00
3588              40,999.92
29                41,000.00
1688              41,004.00
4338              41,017.56
2031              41,033.00
5014              41,050.00
401               41,053.00
2402              41,056.00
211               41,100.00
1487              41,124.00
2575              41,136.00
3635              41,159.00
3968              41,160.00
544               41,196.00
1882              41,200.00
4056              41,235.00
869               41,280.00
2448              41,300.00
4623              41,303.00
3535              41,316.00
3576              41,325.00
2111              41,340.00
2442              41,347.20
3444              41,356.80
1137              41,400.00
3303              41,412.00
4984              41,464.28
2570              41,490.72
1801              41,496.00
224               41,500.00
1336              41,504.40
1222              41,508.00
1401              41,520.00
2745              41,529.60
1322              41,548.80
3439              41,558.00
4502              41,579.00
225               41,600.00
2219              41,604.00
897               41,640.00
3316              41,652.00
1633              41,664.00
2262              41,676.00
1115              41,700.00
3381              41,717.00
3436              41,718.00
2415              41,721.60
2980              41,725.00
4760              41,745.00
3171              41,760.00
1840              41,766.40
2547              41,779.00
1146              41,784.00
2122              41,800.00
3261              41,808.00
3006              41,820.00
872               41,830.08
2916              41,860.00
3369              41,869.00
3087              41,880.00
4526              41,892.00
1662              41,900.00
827               41,904.00
3134              41,916.00
3875              41,926.00
2956              41,941.00
2844              41,976.00
1515              41,979.60
13                42,000.00
3105              42,016.00
4493              42,048.00
4885              42,050.00
1467              42,072.00
739               42,082.00
1039              42,090.48
2710              42,096.00
952               42,100.00
4906              42,108.00
3039              42,120.00
2931              42,132.00
4482              42,140.00
4548              42,162.00
2779              42,179.04
4586              42,200.00
2245              42,204.00
1368              42,224.00
2641              42,228.00
4881              42,230.04
307               42,240.00
4635              42,252.00
4994              42,264.00
4223              42,288.00
1655              42,300.00
2800              42,307.20
4594              42,312.00
2194              42,320.00
3304              42,324.00
5057              42,328.00
429               42,336.00
3565              42,348.00
3266              42,400.00
3559              42,432.00
1011              42,480.00
587               42,494.00
1233              42,499.00
141               42,500.00
1397              42,504.00
1722              42,552.00
3514              42,556.80
4605              42,588.00
2650              42,597.00
417               42,600.00
1832              42,614.00
4997              42,642.71
781               42,655.80
84                42,656.40
3425              42,660.00
1065              42,672.48
725               42,682.00
3848              42,708.00
1476              42,744.00
4432              42,756.00
2037              42,759.00
5031              42,765.00
1323              42,769.00
2546              42,792.00
933               42,806.00
416               42,816.00
3415              42,840.00
412               42,856.00
1437              42,870.00
1990              42,886.00
507               42,900.00
344               42,910.00
4312              42,960.00
4989              42,994.00
157               42,996.00
70                43,000.00
4780              43,004.00
1947              43,008.00
3765              43,015.44
315               43,080.00
1114              43,108.00
1776              43,150.00
2640              43,160.00
245               43,200.00
3167              43,212.00
1226              43,215.54
665               43,218.00
4614              43,236.00
3399              43,260.00
3692              43,264.00
4653              43,275.00
2563              43,288.00
2713              43,300.00
1804              43,320.00
2769              43,337.00
3332              43,344.00
17                43,370.00
3285              43,385.00
1069              43,392.00
1014              43,400.00
3775              43,452.00
4146              43,495.00
658               43,500.00
2494              43,560.00
2649              43,596.00
1638              43,600.00
3751              43,616.75
3462              43,625.00
3794              43,656.00
59                43,680.00
535               43,700.00
2058              43,738.00
4139              43,776.00
1862              43,800.00
3824              43,812.00
2317              43,860.00
3397              43,867.00
2470              43,872.00
3339              43,873.00
2261              43,900.00
2651              43,920.00
2897              43,929.60
3468              43,932.00
1236              43,949.00
1748              43,955.48
4738              43,958.00
2469              43,971.00
50                44,000.00
207               44,004.00
3494              44,016.00
4168              44,049.60
2060              44,054.00
4689              44,064.00
2213              44,088.00
4767              44,094.00
470               44,100.00
2912              44,104.00
2948              44,106.00
263               44,136.00
201               44,160.00
2303              44,196.00
97                44,200.00
3807              44,208.00
3986              44,248.00
1571              44,300.00
3626              44,304.00
3061              44,340.00
1852              44,390.00
85                44,400.00
4240              44,412.00
338               44,420.00
4913              44,447.08
4216              44,449.60
1620              44,460.00
3139              44,469.00
3290              44,470.40
190               44,475.00
4411              44,482.00
4621              44,496.00
328               44,500.00
4492              44,531.76
48                44,544.00
2071              44,564.00
677               44,568.00
1404              44,582.00
262               44,600.00
2129              44,604.00
1732              44,630.28
874               44,640.00
2656              44,664.00
5069              44,684.66
2166              44,700.00
3744              44,712.00
313               44,720.00
4949              44,724.00
926               44,760.00
4912              44,782.40
4359              44,796.00
3014              44,808.00
1188              44,828.00
4942              44,875.00
4205              44,894.00
3387              44,900.00
3607              44,904.00
2741              44,908.00
2283              44,928.00
4547              44,940.00
409               44,959.00
1379              44,966.00
1499              44,975.52
3260              44,991.48
2140              44,995.00
31                45,000.00
3240              45,004.00
1309              45,020.00
2567              45,034.08
2627              45,050.00
3165              45,084.00
1496              45,100.00
490               45,136.00
2388              45,149.00
4722              45,150.00
2409              45,168.00
1344              45,176.00
4963              45,180.00
2491              45,192.00
438               45,200.00
448               45,204.00
3544              45,227.00
4978              45,240.00
2963              45,243.12
2349              45,252.00
294               45,256.00
2441              45,286.80
2991              45,288.00
1550              45,292.80
1045              45,300.00
3508              45,312.00
2143              45,314.00
2753              45,324.00
4608              45,325.00
4908              45,327.00
1597              45,336.00
3342              45,344.00
2131              45,360.00
2642              45,378.00
4366              45,396.00
3682              45,400.00
254               45,408.00
3983              45,432.00
2163              45,444.00
4349              45,450.00
1640              45,468.00
4034              45,489.00
194               45,500.00
1568              45,504.00
1824              45,512.00
920               45,516.00
2928              45,530.00
3913              45,576.00
37                45,600.00
68                45,608.00
3897              45,660.00
3781              45,673.92
3308              45,678.84
4122              45,691.70
226               45,696.00
675               45,727.20
2450              45,756.00
721               45,760.00
627               45,780.00
3274              45,792.00
3562              45,806.16
1822              45,840.00
1091              45,843.20
2799              45,868.00
2437              45,888.00
4678              45,896.00
89                45,900.00
2156              45,912.00
3204              45,943.00
580               45,948.00
694               45,975.25
3950              45,984.00
1818              45,992.00
47                45,996.00
4228              45,999.96
41                46,000.00
3093              46,002.00
342               46,008.00
2773              46,028.10
2507              46,044.00
1291              46,072.00
1211              46,080.00
3881              46,095.00
3746              46,097.00
2711              46,104.00
2049              46,113.60
5015              46,116.00
3705              46,140.00
2038              46,144.00
728               46,150.00
1816              46,151.04
2273              46,152.00
360               46,200.00
4920              46,250.00
4363              46,256.00
1557              46,272.00
4817              46,296.00
2892              46,300.00
3539              46,302.00
4681              46,325.00
272               46,330.00
3957              46,344.00
2378              46,350.00
4876              46,394.00
1265              46,400.00
532               46,443.36
3095              46,450.00
4679              46,464.00
517               46,500.00
780               46,525.00
4177              46,540.92
1206              46,551.00
3662              46,560.00
1294              46,572.00
4861              46,574.00
2133              46,576.00
4534              46,585.00
2051              46,590.44
4578              46,596.00
2369              46,600.00
4414              46,654.40
3753              46,680.00
881               46,700.00
1400              46,704.00
1475              46,709.04
5086              46,713.00
2173              46,728.00
4154              46,739.40
4287              46,744.32
3122              46,747.00
815               46,750.00
5035              46,776.00
670               46,800.00
4301              46,809.24
1102              46,858.08
4084              46,873.12
3786              46,875.00
1793              46,877.88
2830              46,880.00
1482              46,890.00
940               46,900.00
2716              46,932.00
1901              46,968.00
4402              46,976.00
3498              46,992.00
3575              46,996.00
3920              46,999.00
104               47,000.00
5                 47,004.00
3501              47,028.00
956               47,052.00
2602              47,068.08
1186              47,088.00
4040              47,091.00
1942              47,100.00
1800              47,110.00
3894              47,125.00
3380              47,133.00
2778              47,138.00
1373              47,160.00
4114              47,184.00
3070              47,200.00
4607              47,208.00
4360              47,211.00
1717              47,220.00
3052              47,230.00
2246              47,232.00
4096              47,233.00
4709              47,244.00
4341              47,250.00
2591              47,256.00
2671              47,277.00
911               47,300.00
2091              47,340.00
3837              47,342.00
3213              47,360.00
4855              47,380.00
2687              47,400.00
4300              47,412.00
3931              47,435.00
4134              47,471.00
2592              47,472.00
4162              47,480.00
3940              47,484.00
990               47,496.00
303               47,500.00
2385              47,508.00
4195              47,515.00
2528              47,520.00
233               47,532.00
3944              47,540.00
3389              47,544.00
631               47,580.00
4762              47,581.00
2120              47,590.00
521               47,600.00
4939              47,628.00
4431              47,652.00
882               47,664.00
4339              47,682.00
845               47,700.00
615               47,712.00
3367              47,748.00
3814              47,756.00
330               47,760.00
63                47,800.00
2821              47,818.68
1370              47,820.00
4125              47,831.00
1786              47,838.00
1931              47,839.92
300               47,840.00
1502              47,844.00
1600              47,881.47
2952              47,885.15
1175              47,900.00
1727              47,908.00
4465              47,928.00
2269              47,940.00
2967              47,952.00
4841              47,998.00
6                 48,000.00
3891              48,048.00
4026              48,074.00
3485              48,100.00
575               48,132.00
2814              48,135.00
2705              48,152.00
1551              48,156.00
2370              48,192.00
2114              48,200.00
551               48,226.00
4322              48,235.00
2767              48,250.00
3550              48,255.00
2412              48,276.80
3752              48,279.60
4447              48,300.00
3422              48,333.00
2589              48,360.00
4403              48,384.00
2668              48,396.00
1106              48,400.00
1540              48,409.60
1686              48,422.00
3545              48,436.00
2158              48,444.00
3456              48,450.00
4504              48,492.00
177               48,500.00
3379              48,504.00
4406              48,526.80
1986              48,528.00
611               48,529.00
5024              48,562.00
3756              48,564.00
518               48,575.00
1751              48,600.00
3836              48,602.00
2002              48,605.00
1601              48,609.60
2562              48,624.00
3991              48,645.00
4183              48,659.00
764               48,661.80
1902              48,672.00
4927              48,686.00
4392              48,701.00
1573              48,712.44
4400              48,715.00
1596              48,720.00
4638              48,732.00
719               48,744.00
1668              48,750.00
4015              48,756.00
999               48,800.00
4098              48,804.00
4021              48,840.00
1980              48,852.00
3978              48,876.00
415               48,879.00
230               48,880.00
4677              48,888.00
3400              48,900.00
1706              48,956.00
1290              48,960.00
3206              48,980.00
3251              48,989.00
286               48,996.00
183               49,000.00
1440              49,008.00
1778              49,029.00
3537              49,032.00
3244              49,068.00
1486              49,100.00
162               49,110.32
4651              49,140.00
402               49,150.80
434               49,152.00
3838              49,176.00
3                 49,200.00
3477              49,205.00
2875              49,232.04
5004              49,244.00
2380              49,268.48
4095              49,270.00
1239              49,272.00
4251              49,278.00
4199              49,296.00
2042              49,300.00
4929              49,304.00
3163              49,344.00
1923              49,349.00
3799              49,356.00
1744              49,380.00
3040              49,400.00
3133              49,404.00
3988              49,439.00
2018              49,441.60
4327              49,464.20
74                49,500.00
4197              49,510.00
1126              49,536.00
4683              49,548.00
2854              49,560.00
4007              49,571.00
891               49,578.00
4735              49,580.00
4382              49,590.00
3330              49,600.00
2663              49,632.00
2013              49,633.00
497               49,639.62
3971              49,641.00
159               49,668.00
2139              49,680.00
2762              49,700.00
3496              49,713.04
4773              49,716.00
707               49,772.64
4627              49,788.00
837               49,800.00
2893              49,812.00
5063              49,853.00
3939              49,861.00
2829              49,872.00
3675              49,896.00
3310              49,901.52
433               49,920.00
424               49,960.00
569               49,989.00
2075              49,992.00
964               49,995.00
19                50,000.00
1883              50,000.04
3845              50,001.56
23                50,004.00
4688              50,016.00
3184              50,024.00
711               50,026.00
1735              50,031.00
1924              50,049.00
1396              50,052.00
4231              50,055.00
2564              50,087.40
2346              50,100.00
2061              50,112.00
1284              50,123.00
2543              50,129.00
198               50,132.00
2436              50,172.00
1828              50,176.00
2812              50,200.00
2584              50,205.00
2574              50,207.00
2034              50,220.00
2858              50,232.00
3851              50,250.00
4449              50,252.00
2457              50,256.00
4987              50,268.00
4791              50,280.00
3969              50,285.00
1802              50,300.00
4058              50,307.36
3337              50,340.00
2214              50,343.00
4027              50,350.00
2513              50,360.00
4224              50,361.00
358               50,364.00
3864              50,376.00
209               50,400.00
4611              50,402.03
1505              50,426.00
5043              50,433.00
3641              50,445.20
4067              50,450.00
1304              50,460.80
1280              50,496.00
2587              50,500.00
1970              50,508.00
4596              50,532.00
1312              50,582.00
1058              50,600.00
1518              50,606.00
3376              50,648.00
3583              50,650.00
4434              50,663.00
3018              50,674.40
112               50,700.00
1068              50,724.00
4665              50,725.00
3050              50,728.00
4875              50,740.00
2266              50,750.00
4941              50,750.54
2712              50,757.00
4009              50,760.00
1975              50,780.00
3322              50,784.00
596               50,793.60
2279              50,800.00
2867              50,808.00
4539              50,866.00
2022              50,880.00
3363              50,900.00
2565              50,911.20
4574              50,950.00
5078              50,952.00
2224              50,960.00
119               50,964.00
3996              50,985.00
1653              50,988.00
155               51,000.00
2664              51,012.00
1289              51,024.00
4872              51,036.00
2933              51,060.00
4886              51,063.00
3096              51,072.00
3840              51,094.00
4867              51,150.00
3722              51,160.00
1671              51,168.00
3458              51,170.00
1481              51,200.00
156               51,204.00
2764              51,250.00
4628              51,252.00
4654              51,267.00
4778              51,295.00
2825              51,298.20
508               51,300.00
1598              51,312.00
2655              51,319.00
5001              51,320.00
2320              51,356.00
185               51,360.00
3413              51,372.00
1511              51,395.00
44                51,400.00
5037              51,420.00
2418              51,432.00
4024              51,449.00
4181              51,456.00
3616              51,480.00
3235              51,492.00
1283              51,500.00
3104              51,504.00
2899              51,540.00
4398              51,541.36
151               51,600.00
1533              51,621.00
843               51,630.00
2017              51,646.00
5052              51,648.00
1062              51,654.36
2540              51,669.00
1217              51,684.00
1246              51,684.36
2376              51,690.48
4193              51,700.00
788               51,713.00
4452              51,750.00
1128              51,800.00
4834              51,840.00
4541              51,852.00
148               51,871.00
3471              51,873.00
3593              51,888.00
2112              51,900.00
2906              51,912.00
818               51,928.00
3727              51,992.00
752               51,996.00
54                52,000.00
463               52,008.00
1489              52,100.00
2676              52,116.00
4450              52,128.00
4756              52,160.00
2463              52,164.00
1938              52,176.00
3748              52,180.00
3009              52,188.00
1943              52,200.00
1889              52,249.92
3065              52,250.00
2035              52,256.00
1092              52,260.00
757               52,273.00
4190              52,300.00
1448              52,302.00
3238              52,320.00
2154              52,360.00
2364              52,368.00
3526              52,392.00
2066              52,400.00
1362              52,416.00
2826              52,425.00
98                52,500.00
2243              52,518.72
4692              52,524.00
4797              52,526.00
726               52,538.00
5046              52,559.00
4120              52,582.00
2672              52,584.00
2393              52,596.00
2026              52,600.00
5002              52,610.00
948               52,645.00
1644              52,656.00
4649              52,660.00
2315              52,680.00
3137              52,692.00
1683              52,700.00
4532              52,704.00
4298              52,728.00
4904              52,739.00
2234              52,769.60
4032              52,780.00
1582              52,788.00
79                52,800.00
3844              52,809.12
2729              52,828.00
1127              52,833.00
1049              52,852.00
2138              52,884.00
2389              52,960.00
1259              52,968.00
1357              52,992.00
2545              52,999.96
56                53,000.00
473               53,004.00
2118              53,040.00
1457              53,052.00
1615              53,060.00
2254              53,086.00
2957              53,088.00
485               53,100.00
1775              53,102.00
4770              53,117.00
3516              53,124.00
2223              53,140.00
1271              53,148.00
3524              53,155.00
1799              53,160.00
4086              53,184.00
2264              53,196.00
523               53,200.00
1958              53,200.08
554               53,208.00
2541              53,250.00
963               53,285.00
1796              53,288.59
3650              53,292.00
2851              53,304.00
5047              53,307.00
778               53,313.00
2164              53,329.00
3145              53,352.00
4000              53,360.00
4474              53,360.32
1220              53,376.00
1269              53,400.00
2202              53,408.00
452               53,481.36
616               53,500.00
3936              53,520.00
2357              53,528.00
2410              53,532.00
3949              53,544.00
1583              53,549.88
4256              53,580.00
3833              53,590.00
4119              53,591.00
3461              53,595.20
3810              53,600.00
3667              53,604.00
568               53,616.00
3899              53,636.16
3481              53,664.00
4407              53,684.00
2639              53,688.00
895               53,700.00
2678              53,712.00
1072              53,724.00
2776              53,742.00
2645              53,760.00
1182              53,796.00
1403              53,800.00
648               53,808.00
1909              53,819.00
4315              53,832.00
2523              53,844.00
2659              53,851.00
3587              53,876.64
2144              53,913.00
935               53,920.00
1225              53,922.00
2959              53,947.00
2981              53,964.00
2760              53,976.00
5028              53,979.00
2560              53,995.00
78                54,000.00
471               54,008.00
161               54,011.00
3895              54,036.00
4166              54,050.00
2200              54,072.00
1124              54,080.00
2883              54,084.00
3762              54,096.00
5079              54,099.00
3488              54,100.00
3935              54,120.00
2146              54,144.00
977               54,150.00
2109              54,180.00
3433              54,196.00
1041              54,200.00
1919              54,216.00
2823              54,250.00
3613              54,252.00
3431              54,257.00
5027              54,263.00
4522              54,288.00
2766              54,300.00
3827              54,316.00
275               54,329.00
3314              54,380.00
4350              54,383.42
2839              54,396.00
171               54,400.00
4148              54,442.00
4803              54,480.00
1414              54,492.00
4668              54,499.00
1580              54,500.00
1054              54,503.00
1743              54,504.00
478               54,516.00
4354              54,528.00
3343              54,538.00
3994              54,548.00
4303              54,566.04
4351              54,578.00
4454              54,586.00
1024              54,590.00
302               54,600.00
3358              54,660.00
2974              54,696.00
4123              54,700.00
1647              54,704.00
4571              54,731.00
2638              54,777.00
3932              54,792.00
1636              54,800.00
1180              54,804.00
3253              54,828.00
1472              54,833.52
2433              54,860.00
4320              54,870.00
3465              54,888.00
3555              54,889.00
4159              54,900.00
1813              54,902.52
3529              54,908.00
4730              54,912.00
4570              54,924.00
422               54,960.00
4230              54,981.00
142               54,990.00
278               54,996.00
36                55,000.00
1249              55,000.99
4811              55,004.00
4820              55,008.00
4718              55,016.00
4442              55,029.00
4793              55,032.00
4019              55,044.00
298               55,044.48
4489              55,059.49
1929              55,070.00
4832              55,074.00
3858              55,116.00
1466              55,140.00
1709              55,152.00
4958              55,161.60
4266              55,164.00
751               55,172.00
1423              55,182.40
102               55,200.00
1033              55,236.00
1574              55,259.00
3073              55,260.00
2438              55,272.00
3595              55,308.00
2772              55,315.00
1848              55,316.04
3966              55,344.00
2943              55,362.00
1507              55,400.00
2923              55,404.00
1431              55,438.00
2046              55,454.00
1464              55,460.00
4142              55,493.00
1179              55,500.00
1075              55,530.00
804               55,536.00
1446              55,550.00
3965              55,555.00
460               55,560.00
30                55,596.00
1806              55,600.00
1690              55,605.00
2609              55,610.00
934               55,620.00
2533              55,635.00
4355              55,640.00
4528              55,640.62
1120              55,680.00
636               55,684.00
1109              55,692.00
3307              55,700.00
3554              55,704.00
4215              55,728.00
2777              55,777.00
1082              55,782.00
3569              55,784.00
3805              55,792.00
301               55,800.00
3166              55,812.00
1123              55,824.00
4202              55,840.00
426               55,900.00
3410              55,920.00
2881              55,929.00
2086              55,963.00
2556              55,980.00
1613              55,992.00
1689              55,993.60
76                56,000.00
3190              56,000.04
584               56,004.00
5042              56,016.00
4858              56,030.00
777               56,033.00
3450              56,048.00
4953              56,052.00
2381              56,056.00
1048              56,100.00
4864              56,136.00
2101              56,148.00
1752              56,160.00
4239              56,244.00
4165              56,253.00
3015              56,256.00
2172              56,300.00
160               56,312.00
2604              56,324.00
1205              56,330.00
3186              56,331.24
2050              56,368.00
918               56,400.00
2837              56,448.00
4720              56,461.00
1731              56,472.00
306               56,496.00
1131              56,500.00
502               56,508.00
524               56,510.00
3231              56,524.00
3821              56,532.00
2723              56,533.00
702               56,544.00
3445              56,550.00
4185              56,566.00
3549              56,600.00
265               56,604.00
4579              56,628.00
695               56,650.00
3208              56,655.00
1394              56,700.00
2527              56,720.00
2498              56,726.00
1774              56,755.00
4130              56,784.00
487               56,791.00
3678              56,800.00
1834              56,810.00
2142              56,820.00
1969              56,820.92
3979              56,864.00
3566              56,868.00
2074              56,880.00
1059              56,888.00
3556              56,898.00
509               56,900.00
3892              56,902.00
3564              56,928.00
1434              56,950.00
3852              56,952.00
73                56,964.00
4768              56,996.00
83                57,000.00
2667              57,006.00
1204              57,012.80
4417              57,016.44
4969              57,043.00
4111              57,057.00
2100              57,068.00
5088              57,100.00
2259              57,110.00
1485              57,120.00
4014              57,160.00
2986              57,180.00
916               57,188.00
1777              57,192.00
125               57,200.00
3793              57,204.00
3490              57,228.00
537               57,240.00
2654              57,248.00
391               57,250.00
2432              57,253.00
4603              57,300.00
3570              57,312.00
3707              57,335.00
2615              57,339.00
2308              57,359.00
3797              57,360.00
1445              57,396.00
1378              57,400.00
1964              57,408.00
3656              57,431.00
2594              57,444.00
2852              57,450.00
503               57,460.00
733               57,468.00
1839              57,484.00
2188              57,491.00
4486              57,492.00
400               57,500.00
3135              57,504.00
2792              57,550.00
4844              57,552.00
4423              57,564.00
176               57,600.00
865               57,664.00
3449              57,692.16
310               57,700.00
4479              57,720.00
4378              57,721.00
3452              57,738.00
2211              57,739.00
2832              57,744.00
1358              57,750.00
396               57,758.88
3328              57,770.00
1745              57,772.00
4852              57,780.00
2047              57,800.00
3224              57,828.84
522               57,840.00
2059              57,850.00
5066              57,860.00
790               57,886.00
1798              57,900.00
2055              57,912.00
447               57,960.00
2387              57,984.00
2348              57,995.00
1056              57,996.00
178               58,000.00
3044              58,000.08
2973              58,020.00
4217              58,033.00
973               58,044.00
1937              58,075.00
3955              58,100.00
4766              58,106.00
1154              58,112.00
3924              58,125.48
4042              58,155.00
912               58,172.00
1705              58,179.00
419               58,195.00
3455              58,200.00
2000              58,216.00
899               58,239.96
1503              58,240.00
2934              58,260.00
1310              58,295.00
3158              58,296.00
704               58,300.00
2539              58,320.00
4441              58,327.00
856               58,344.00
4975              58,380.00
2449              58,479.00
2768              58,480.00
92                58,500.00
2763              58,516.00
1320              58,560.00
4164              58,570.72
1439              58,576.00
3755              58,595.00
206               58,600.00
1099              58,608.00
3329              58,650.00
4285              58,656.00
876               58,700.00
3808              58,704.00
4078              58,750.00
4957              58,752.00
1895              58,764.00
2117              58,788.00
762               58,800.00
2236              58,852.56
4335              58,868.00
2686              58,872.00
3926              58,880.00
3408              58,896.00
3609              58,900.00
403               58,947.00
3688              58,951.00
273               58,977.00
4822              58,979.28
109               59,000.00
2090              59,004.00
2794              59,020.51
1517              59,040.00
4391              59,068.00
406               59,100.00
1391              59,126.00
4631              59,147.00
4061              59,160.00
4637              59,196.00
3063              59,200.00
2375              59,232.00
1441              59,256.00
4727              59,300.00
4481              59,317.00
3454              59,321.00
3811              59,355.96
4525              59,363.00
2633              59,366.00
2647              59,385.60
187               59,393.00
196               59,400.00
3817              59,436.00
2977              59,448.00
3627              59,450.00
3826              59,451.00
2669              59,460.00
3815              59,484.00
2679              59,496.00
586               59,500.00
4022              59,506.00
1256              59,520.00
3447              59,534.00
4101              59,578.44
1886              59,600.00
1273              59,617.48
3683              59,650.00
515               59,670.00
1675              59,700.00
2104              59,712.00
1416              59,750.00
3148              59,760.00
993               59,774.00
4255              59,785.01
2488              59,796.00
789               59,800.00
404               59,800.55
1736              59,826.00
2843              59,850.00
3099              59,865.60
4313              59,880.00
3085              59,900.00
4717              59,904.00
2708              59,928.00
4846              59,950.00
4397              59,959.00
2288              59,964.00
1897              59,976.00
22                60,000.00
3172              60,008.00
915               60,036.00
3140              60,040.00
4025              60,070.00
2251              60,096.00
1121              60,100.00
1916              60,106.00
3980              60,132.00
4552              60,140.00
2960              60,142.00
1201              60,156.00
2582              60,197.00
3403              60,200.00
1425              60,204.00
4306              60,225.00
3033              60,228.00
984               60,240.00
1981              60,324.00
4615              60,350.00
588               60,353.00
1084              60,372.00
4472              60,380.00
504               60,400.00
4988              60,417.00
4932              60,480.00
4194              60,495.00
261               60,500.00
2203              60,504.00
3708              60,580.00
3923              60,589.00
4676              60,600.00
3196              60,612.00
928               60,626.00
742               60,629.92
1784              60,635.00
3798              60,675.83
1244              60,682.00
2425              60,720.00
3142              60,758.00
528               60,780.00
1567              60,785.00
3236              60,822.00
1444              60,852.00
2972              60,900.00
1119              60,984.00
4550              60,989.00
870               60,996.00
49                61,000.00
4128              61,041.00
1972              61,080.00
4364              61,100.00
833               61,104.00
1143              61,147.00
3658              61,150.00
3859              61,152.00
383               61,160.00
1293              61,173.00
4455              61,193.60
113               61,200.00
2915              61,211.04
536               61,234.00
2927              61,240.00
1864              61,250.00
1152              61,260.00
321               61,284.00
3652              61,289.00
2217              61,300.00
4383              61,360.00
3568              61,365.00
3391              61,392.00
258               61,400.00
2968              61,402.00
1610              61,425.00
103               61,440.00
1661              61,450.00
1880              61,464.00
3839              61,476.00
1537              61,490.00
4077              61,498.00
117               61,500.00
3132              61,507.00
4563              61,512.00
3719              61,543.20
4272              61,547.00
4556              61,572.00
3364              61,584.00
2466              61,600.00
4073              61,615.00
533               61,650.00
970               61,651.00
2862              61,656.00
2949              61,657.00
860               61,700.00
4993              61,717.00
4140              61,766.00
4839              61,776.00
4171              61,781.00
2126              61,800.00
1584              61,828.08
2210              61,838.40
3280              61,848.00
3402              61,900.00
495               61,938.00
3640              61,950.00
4020              61,959.00
2054              61,995.00
1685              61,999.00
46                62,000.00
227               62,004.00
2422              62,040.00
4245              62,046.00
1438              62,068.80
493               62,100.00
2476              62,130.00
1591              62,160.00
573               62,200.00
4288              62,201.00
4784              62,204.00
773               62,208.00
867               62,217.00
1361              62,236.00
4629              62,256.00
4549              62,280.00
34                62,300.00
3831              62,304.00
2801              62,316.00
2992              62,322.00
345               62,352.00
269               62,361.00
1954              62,364.00
4554              62,366.40
319               62,400.00
2511              62,448.00
988               62,467.00
2966              62,471.04
4043              62,472.00
2485              62,496.00
167               62,500.00
539               62,502.00
666               62,510.00
1730              62,532.00
1593              62,544.00
1570              62,550.00
3335              62,570.00
3154              62,589.00
3499              62,604.00
2355              62,664.00
4915              62,677.00
1590              62,690.88
158               62,691.00
4151              62,692.00
1885              62,695.00
1914              62,699.00
1281              62,758.00
107               62,800.00
4092              62,839.00
4500              62,851.00
2145              62,880.00
4990              62,892.00
1428              62,900.00
1159              62,910.00
1522              62,916.00
3896              62,920.00
1664              62,925.00
2619              62,972.00
105               63,000.00
2150              63,052.00
2096              63,096.00
1478              63,120.00
1728              63,128.00
3651              63,129.36
929               63,132.00
730               63,150.00
4905              63,175.25
1376              63,177.00
2483              63,180.00
2267              63,189.00
538               63,200.00
250               63,208.00
3536              63,211.00
4517              63,223.32
3874              63,235.00
604               63,239.80
1066              63,240.00
1298              63,250.00
2802              63,266.00
669               63,300.00
4467              63,324.00
566               63,336.00
4236              63,344.00
2207              63,360.00
753               63,372.00
1209              63,400.00
4329              63,402.00
602               63,440.00
3159              63,450.00
671               63,478.00
277               63,500.00
2332              63,504.00
2421              63,533.00
2456              63,550.00
1421              63,552.00
681               63,554.40
4685              63,564.00
1898              63,599.00
936               63,600.00
981               63,623.00
3637              63,624.00
3228              63,655.00
904               63,700.00
3660              63,720.00
4008              63,755.00
1359              63,800.00
2780              63,816.00
2489              63,820.00
1657              63,830.00
3735              63,834.24
2845              63,844.00
841               63,900.00
638               63,919.20
4759              63,936.00
354               63,945.00
1255              63,996.00
291               64,000.00
1587              64,043.28
519               64,049.00
2233              64,052.00
5026              64,064.00
1837              64,083.00
887               64,125.00
1040              64,140.00
3791              64,151.00
4928              64,170.00
1977              64,197.00
1363              64,200.00
2684              64,210.00
866               64,212.00
2834              64,260.00
4150              64,300.00
2414              64,312.00
1002              64,320.00
545               64,400.00
1285              64,402.00
4673              64,404.00
221               64,424.00
4023              64,450.00
567               64,480.00
3220              64,488.00
549               64,500.00
692               64,548.00
2740              64,575.00
2750              64,583.00
3202              64,584.00
1195              64,600.00
3398              64,617.00
2115              64,656.00
1252              64,668.00
4560              64,680.00
2427              64,700.00
2132              64,704.00
4533              64,744.00
3530              64,777.55
557               64,800.00
1870              64,900.00
475               64,936.00
4818              64,956.00
1650              64,973.00
2419              64,992.00
1669              64,999.92
35                65,000.00
561               65,004.00
3730              65,028.00
2282              65,061.00
1526              65,088.00
1851              65,100.00
3497              65,129.00
4289              65,136.60
3903              65,158.92
5003              65,160.00
600               65,196.00
2813              65,200.00
1740              65,253.00
1635              65,280.00
871               65,304.00
2976              65,328.00
857               65,338.00
1241              65,340.00
1561              65,353.00
5019              65,379.00
2704              65,382.00
2796              65,400.00
4588              65,412.00
2788              65,416.00
1548              65,450.00
1215              65,454.00
2454              65,458.00
3761              65,488.00
2359              65,496.00
1510              65,499.00
349               65,500.00
3518              65,520.00
2310              65,544.00
1585              65,592.00
1351              65,600.00
3619              65,619.00
961               65,642.00
2451              65,667.00
2297              65,700.00
4033              65,707.00
2999              65,712.00
3123              65,730.00
4691              65,748.00
1122              65,800.00
3779              65,827.00
4276              65,856.00
4805              65,867.36
1569              65,900.00
506               65,918.00
1755              65,964.00
4065              65,993.00
1606              65,996.00
61                66,000.00
1435              66,072.00
1006              66,100.00
4509              66,120.00
4641              66,125.00
1338              66,143.38
4170              66,150.00
2637              66,200.00
3081              66,240.00
2519              66,250.00
4831              66,252.00
1053              66,300.00
3230              66,352.00
3227              66,360.00
3624              66,384.00
3919              66,396.00
998               66,397.44
2323              66,400.00
1992              66,420.00
4952              66,480.00
472               66,500.00
1656              66,504.00
4642              66,516.00
2230              66,560.00
1015              66,600.00
2041              66,650.00
1104              66,660.00
1791              66,661.00
1572              66,675.00
4232              66,690.00
1670              66,766.00
2529              66,800.00
3548              66,840.00
1142              66,841.00
4593              66,847.30
3053              66,887.00
3191              66,888.00
1825              66,900.00
1382              66,901.00
2849              66,912.00
4529              66,920.16
3248              66,924.00
3872              66,948.00
1830              66,950.00
1245              66,960.00
910               66,996.00
71                67,000.00
3776              67,000.08
4362              67,014.48
4923              67,020.00
3480              67,032.00
4458              67,068.42
4583              67,092.00
1838              67,100.00
3223              67,114.00
4155              67,145.00
486               67,171.00
351               67,200.00
3378              67,202.00
4292              67,222.00
3511              67,260.00
4506              67,275.00
3843              67,290.00
3395              67,296.00
1420              67,300.00
3606              67,320.00
2894              67,350.00
3659              67,376.00
2824              67,380.00
2874              67,386.00
1509              67,422.00
4385              67,430.00
3997              67,440.00
3880              67,450.00
4666              67,464.00
2281              67,476.00
4248              67,499.00
223               67,500.00
481               67,517.64
1474              67,548.00
1160              67,550.00
2195              67,596.00
2506              67,600.00
3901              67,619.72
4728              67,641.60
4624              67,642.00
1329              67,644.00
1442              67,656.00
3323              67,675.00
3750              67,680.00
967               67,692.00
3500              67,704.00
199               67,735.00
905               67,752.00
1995              67,775.00
2263              67,800.00
4038              67,807.00
541               67,816.00
1190              67,836.00
4297              67,846.08
4309              67,870.00
1867              67,900.00
3804              67,992.00
55                68,000.00
33                68,004.00
3300              68,065.44
2314              68,069.00
2617              68,120.00
3581              68,196.00
1512              68,231.21
732               68,232.00
3679              68,240.00
1162              68,250.00
2898              68,298.00
4643              68,324.00
4180              68,340.00
4187              68,375.00
3189              68,399.00
132               68,400.00
3517              68,455.14
1888              68,480.00
3232              68,496.00
163               68,500.00
4828              68,508.00
2905              68,515.00
3945              68,553.00
2987              68,559.96
3711              68,580.00
1772              68,590.00
4950              68,608.00
3054              68,640.00
4188              68,648.26
4699              68,654.00
1018              68,666.00
2835              68,670.00
5085              68,686.00
2765              68,700.00
3249              68,724.00
822               68,736.00
2958              68,750.00
2368              68,800.00
3188              68,803.00
1237              68,804.00
901               68,808.00
175               68,809.00
4970              68,844.00
2610              68,848.00
2878              68,868.00
1906              68,900.00
4107              68,902.67
1076              68,926.08
2321              68,947.20
624               68,962.00
213               69,000.00
2631              69,063.72
274               69,077.00
2220              69,096.00
3492              69,132.00
1168              69,200.00
4497              69,204.00
1761              69,218.00
1558              69,228.00
3119              69,240.00
1129              69,300.00
2866              69,350.00
4514              69,360.00
4633              69,383.00
3780              69,400.00
3197              69,476.00
740               69,500.00
2440              69,504.00
4914              69,508.00
1790              69,528.00
3503              69,552.00
1809              69,567.00
4380              69,570.00
4625              69,575.00
4010              69,582.00
2700              69,592.00
99                69,600.00
1390              69,610.00
2717              69,638.40
3687              69,654.78
3847              69,684.00
3917              69,700.00
4592              69,736.00
4670              69,743.00
4656              69,780.00
4131              69,790.00
3956              69,805.00
4242              69,830.00
4269              69,867.00
1607              69,900.00
2199              69,912.00
4105              69,930.00
1845              69,935.00
2459              69,936.00
792               69,950.00
3272              69,960.00
941               69,996.00
40                70,000.00
2983              70,001.00
3082              70,004.00
896               70,008.00
4229              70,028.00
2128              70,032.00
2515              70,080.00
3157              70,082.64
4537              70,092.00
1191              70,099.00
766               70,116.00
1413              70,150.00
3834              70,160.00
4057              70,176.00
149               70,197.00
2411              70,200.00
4036              70,204.00
3146              70,221.00
4463              70,224.00
4810              70,236.00
1913              70,248.00
1044              70,254.00
1576              70,304.00
2487              70,356.00
399               70,360.00
3816              70,392.00
4319              70,399.00
4174              70,400.00
4888              70,404.00
2001              70,446.20
690               70,476.00
3385              70,500.00
5081              70,522.26
637               70,560.00
1552              70,572.00
931               70,596.00
2434              70,600.00
1003              70,632.00
442               70,666.08
960               70,720.00
4422              70,775.00
3773              70,782.40
237               70,800.00
4813              70,802.00
3345              70,830.00
4840              70,834.00
4829              70,872.00
3825              70,885.00
4742              70,900.00
574               70,920.00
2997              70,992.00
93                71,000.00
2859              71,004.00
2478              71,007.00
4485              71,015.04
1031              71,016.00
4626              71,020.00
3331              71,028.00
459               71,040.00
4080              71,046.94
3302              71,073.00
4894              71,074.00
3286              71,136.00
474               71,151.00
3109              71,167.00
325               71,200.00
724               71,201.00
2860              71,219.20
4263              71,232.00
3632              71,280.00
3434              71,328.00
2836              71,352.00
3647              71,376.00
1462              71,400.00
4748              71,480.00
3293              71,496.00
3663              71,499.00
955               71,500.00
4763              71,599.00
5045              71,600.00
4895              71,604.00
4954              71,688.00
2307              71,700.00
1471              71,711.00
2643              71,738.00
661               71,760.00
3117              71,800.00
4305              71,820.00
4600              71,874.00
2008              71,880.00
1841              71,884.00
2452              71,887.00
4476              71,935.00
2737              71,964.00
3464              71,983.00
1311              71,991.00
9                 72,000.00
2624              72,054.00
1057              72,060.00
2403              72,061.00
2095              72,072.00
3572              72,084.00
2699              72,087.00
3906              72,096.00
229               72,100.00
3671              72,136.00
3809              72,150.00
1940              72,174.00
2917              72,194.00
4821              72,204.00
1408              72,252.00
1258              72,280.00
3060              72,300.00
5018              72,321.00
3918              72,324.00
1974              72,345.00
4488              72,348.00
2657              72,350.00
1764              72,396.00
1768              72,400.00
2730              72,444.00
2937              72,467.00
139               72,500.00
2833              72,504.00
4110              72,516.00
1276              72,528.00
2293              72,576.00
3107              72,586.56
629               72,600.00
3912              72,612.00
4310              72,645.36
824               72,660.00
3725              72,700.00
1546              72,702.24
1477              72,744.00
1365              72,780.00
172               72,800.00
3292              72,844.80
4259              72,858.96
4719              72,890.00
4587              72,893.00
2531              72,900.00
3885              72,936.00
4891              72,960.00
2024              72,972.35
3713              72,984.00
913               72,996.00
124               73,000.00
1733              73,008.00
4321              73,063.56
2249              73,073.26
1451              73,096.00
3024              73,125.00
3993              73,163.68
2944              73,164.00
686               73,171.00
362               73,174.40
595               73,200.00
2110              73,248.00
2394              73,350.00
1539              73,358.28
4238              73,392.00
3953              73,400.00
4947              73,426.00
1009              73,440.00
1166              73,476.00
1354              73,500.00
2284              73,505.00
2938              73,524.00
1029              73,527.00
2465              73,536.00
4585              73,558.00
4453              73,580.00
324               73,600.00
5039              73,660.00
1097              73,700.00
1253              73,703.00
3268              73,716.00
146               73,882.00
1927              73,909.00
1295              73,992.00
91                74,000.00
359               74,004.00
2179              74,028.00
737               74,029.56
1355              74,064.00
3642              74,076.00
2939              74,100.00
281               74,143.68
4662              74,196.00
3394              74,237.28
2424              74,243.00
1426              74,250.00
3092              74,256.00
2197              74,263.00
3199              74,265.00
3354              74,276.80
4201              74,280.00
1055              74,292.48
1463              74,326.08
3276              74,337.72
582               74,346.00
1976              74,360.00
654               74,400.00
4712              74,424.00
850               74,448.00
3446              74,454.00
3086              74,496.00
570               74,500.00
1240              74,520.00
3948              74,551.92
3185              74,560.00
4365              74,568.00
3551              74,600.00
840               74,603.00
1720              74,628.00
2238              74,646.00
4112              74,678.00
3829              74,694.00
767               74,700.00
4896              74,706.84
2260              74,758.00
3265              74,760.00
3669              74,778.00
5021              74,784.00
1553              74,800.00
1826              74,871.00
1836              74,872.00
2611              74,880.00
1810              74,900.00
3427              74,970.00
2480              74,984.00
560               74,999.00
10                75,000.00
2806              75,108.00
4959              75,127.00
2701              75,156.00
4203              75,181.00
3754              75,200.00
2088              75,250.00
2682              75,288.00
2771              75,324.00
4870              75,333.00
1470              75,360.00
3596              75,400.00
443               75,500.00
3493              75,510.00
1348              75,531.00
5017              75,555.00
4063              75,573.00
4054              75,576.00
327               75,600.00
1641              75,638.00
4412              75,670.00
3420              75,689.00
4233              75,693.81
3777              75,744.00
4781              75,764.00
4254              75,797.00
2887              75,800.00
4926              75,828.00
2706              75,846.16
4877              75,852.00
3933              75,860.00
4200              75,873.00
5032              75,885.00
1025              75,900.00
1714              75,912.00
3684              75,971.76
1235              75,996.00
20                76,000.00
4544              76,080.00
2218              76,092.00
1171              76,116.00
3612              76,145.00
3638              76,160.00
2009              76,176.00
1821              76,200.00
4108              76,209.00
1858              76,218.00
2170              76,248.00
5034              76,250.00
3486              76,254.38
3487              76,296.00
2775              76,300.00
607               76,320.00
3857              76,340.00
4798              76,344.00
1989              76,365.00
4519              76,368.00
3423              76,373.68
4226              76,400.00
3125              76,404.00
1324              76,422.00
3384              76,440.00
2135              76,445.00
2063              76,450.00
1860              76,454.00
1173              76,460.00
4569              76,464.00
983               76,486.08
2625              76,494.00
299               76,500.00
5049              76,554.00
3952              76,596.00
3088              76,597.00
2941              76,644.00
2185              76,663.00
4837              76,668.00
756               76,700.00
393               76,788.00
1823              76,793.00
390               76,800.00
2429              76,860.00
3633              76,872.00
806               76,875.00
184               76,896.00
1212              76,900.00
3792              76,956.00
1631              76,960.00
4524              76,992.00
243               77,000.00
838               77,004.00
3690              77,022.00
1317              77,040.00
3910              77,052.00
3819              77,064.00
2961              77,065.00
4466              77,078.47
1696              77,100.00
4446              77,182.00
2116              77,196.00
2660              77,200.00
2890              77,237.00
4091              77,248.00
1001              77,250.00
3309              77,256.00
2950              77,257.00
4971              77,268.70
4511              77,270.80
1374              77,280.00
4848              77,300.00
1658              77,318.00
4758              77,350.00
4940              77,367.00
2508              77,368.00
2301              77,378.00
16                77,385.19
217               77,400.00
4825              77,496.00
530               77,500.00
2736              77,508.00
3601              77,520.00
4012              77,533.82
4833              77,544.00
2744              77,604.00
2537              77,625.00
3128              77,652.96
2313              77,658.00
1564              77,700.00
2377              77,705.40
2882              77,705.88
957               77,736.00
805               77,800.00
3012              77,867.00
1612              77,927.00
4039              77,940.00
817               77,954.00
3699              77,976.00
106               78,000.00
491               78,050.00
1674              78,096.00
2352              78,100.00
3739              78,120.00
3003              78,200.00
1766              78,204.00
118               78,216.00
2003              78,262.34
919               78,300.00
477               78,301.00
2482              78,384.00
1234              78,386.00
1538              78,400.00
657               78,402.00
1693              78,408.00
2607              78,411.00
465               78,413.00
2005              78,420.00
1263              78,424.06
2853              78,456.00
3942              78,465.00
2841              78,480.00
375               78,500.00
2250              78,504.00
4280              78,513.00
3194              78,540.00
350               78,586.00
3404              78,600.00
4003              78,625.00
2311              78,636.00
1835              78,644.00
2925              78,652.00
2504              78,700.00
3645              78,708.00
3173              78,720.00
2847              78,750.00
4591              78,792.00
835               78,840.00
5080              78,862.00
861               78,885.00
4602              78,948.00
4935              78,955.00
1971              78,972.00
1679              78,996.00
655               79,000.00
1547              79,100.00
2988              79,112.04
2287              79,135.00
2622              79,150.00
386               79,200.00
2761              79,272.00
3115              79,380.00
3943              79,400.00
4788              79,404.00
763               79,416.00
4147              79,440.00
917               79,500.00
1185              79,536.00
4277              79,560.00
4135              79,577.00
3152              79,600.00
3736              79,601.60
4457              79,618.00
3898              79,631.00
2581              79,632.00
5053              79,636.00
1524              79,700.00
4589              79,701.00
339               79,768.00
2990              79,800.00
2171              79,820.00
771               79,864.00
2555              79,872.00
3907              79,894.00
1861              79,900.00
1117              79,968.00
1340              79,985.00
367               79,992.00
2098              79,995.00
4801              79,996.00
38                80,000.00
260               80,004.00
1960              80,038.00
2291              80,070.00
3557              80,100.00
2337              80,140.00
4436              80,160.00
4059              80,171.00
1203              80,200.00
1624              80,208.00
2057              80,256.00
3147              80,263.00
3305              80,266.00
3239              80,300.00
4052              80,308.80
4060              80,340.00
705               80,400.00
4353              80,409.00
5048              80,415.00
1850              80,454.00
2201              80,476.97
1383              80,490.00
2864              80,496.00
387               80,500.00
2227              80,569.00
3479              80,584.56
581               80,600.00
4697              80,607.00
2458              80,640.00
4367              80,689.80
716               80,700.00
2292              80,730.00
3972              80,748.00
830               80,796.00
921               80,800.00
4408              80,832.00
2296              80,892.00
713               80,896.80
242               80,952.00
42                81,000.00
3108              81,004.00
688               81,012.00
3697              81,080.00
645               81,100.00
1991              81,120.00
5007              81,193.20
1172              81,200.00
3534              81,204.00
986               81,300.00
684               81,360.00
2695              81,380.00
4503              81,400.00
1844              81,500.00
2748              81,504.00
2390              81,510.00
512               81,600.00
1681              81,696.00
800               81,708.00
2325              81,744.00
3263              81,754.00
255               81,800.00
4743              81,804.00
4124              81,840.00
2616              81,900.00
2226              81,960.00
4209              81,972.00
363               81,996.00
3324              81,999.96
81                82,000.00
741               82,008.00
4830              82,042.00
1148              82,060.56
947               82,100.00
2021              82,102.32
2228              82,116.00
3691              82,140.00
3830              82,150.00
1198              82,248.00
3029              82,250.00
2757              82,284.00
809               82,296.00
4761              82,300.00
1814              82,305.00
2876              82,308.00
1161              82,350.00
2675              82,359.00
736               82,400.00
1266              82,404.00
1935              82,440.00
547               82,500.00
682               82,524.00
1030              82,531.80
1900              82,560.00
440               82,570.00
1050              82,600.00
4671              82,632.00
4343              82,640.00
4862              82,650.00
4646              82,654.60
4916              82,656.00
2978              82,700.00
1956              82,710.00
4903              82,726.00
2947              82,729.68
989               82,776.00
1724              82,800.00
1614              82,812.00
1643              82,863.00
879               82,882.00
510               82,900.00
2534              82,992.00
64                83,000.00
154               83,004.00
1458              83,050.00
1622              83,100.00
1660              83,135.00
3414              83,137.00
1022              83,195.00
2097              83,196.00
1381              83,199.96
174               83,200.00
2407              83,202.00
927               83,203.68
2280              83,236.00
4757              83,252.00
2121              83,374.00
667               83,400.00
1303              83,500.00
2597              83,600.00
5030              83,604.00
579               83,625.00
4178              83,628.00
4705              83,700.00
3366              83,768.00
2903              83,800.00
1261              83,820.00
807               83,886.40
210               83,954.00
4562              83,957.00
4871              83,964.00
4208              83,976.00
15                84,000.00
2727              84,032.00
2911              84,132.00
2828              84,175.00
1118              84,191.00
4234              84,200.00
4890              84,240.00
3069              84,300.00
1307              84,400.00
4179              84,456.00
414               84,500.00
2994              84,552.00
974               84,554.16
3051              84,600.00
2408              84,695.00
2285              84,700.00
3222              84,780.00
3560              84,787.00
4612              84,800.00
3396              84,812.00
289               84,855.00
3558              84,880.00
3312              84,906.00
182               84,996.00
3877              84,998.64
82                85,000.00
4636              85,004.00
4856              85,008.00
1833              85,100.00
4610              85,155.29
698               85,200.00
2366              85,224.00
1874              85,248.00
2503              85,272.00
4221              85,280.00
2855              85,296.00
1145              85,325.00
3982              85,332.00
1521              85,356.00
2500              85,392.00
2206              85,399.00
2039              85,404.00
2677              85,460.00
288               85,470.00
435               85,500.00
2670              85,596.00
3605              85,603.00
2257              85,634.00
4094              85,680.00
4368              85,757.00
1412              85,800.00
1026              85,900.00
1856              85,920.00
2471              85,944.00
96                86,000.00
150               86,004.00
1081              86,015.00
3886              86,028.00
4470              86,044.00
1849              86,095.00
1275              86,100.00
480               86,124.00
1004              86,244.00
1085              86,250.00
3080              86,304.00
2248              86,376.00
4824              86,399.00
374               86,400.00
377               86,496.00
2499              86,500.00
3174              86,502.00
2945              86,570.00
2221              86,604.00
4925              86,610.00
987               86,625.00
4279              86,670.00
2815              86,700.00
712               86,706.00
1429              86,748.00
3615              86,760.00
466               86,779.00
3183              86,800.00
4478              86,807.00
4599              86,854.00
1691              86,875.00
458               86,923.00
799               86,945.00
1087              86,964.00
80                87,000.00
950               87,048.00
3531              87,050.00
3180              87,054.72
2811              87,100.00
734               87,120.00
2514              87,192.00
1492              87,200.00
4698              87,204.00
2027              87,240.00
1214              87,278.00
2719              87,282.00
1773              87,292.00
823               87,300.00
3149              87,350.00
1719              87,360.00
2373              87,492.00
247               87,500.00
432               87,504.00
1333              87,547.44
3430              87,550.00
4141              87,580.00
1326              87,600.00
4068              87,663.00
3929              87,700.00
3121              87,800.00
4786              87,805.00
3592              87,895.00
3617              87,950.00
3131              87,960.00
4787              87,988.32
94                87,996.00
191               88,000.00
4772              88,020.00
1164              88,055.00
4257              88,066.00
5067              88,068.00
811               88,080.00
3790              88,100.00
3089              88,113.63
4430              88,115.00
875               88,140.00
1787              88,200.00
4878              88,268.00
5071              88,296.00
58                88,365.00
4558              88,400.00
1133              88,440.00
2863              88,494.45
992               88,500.00
3004              88,512.00
1498              88,560.00
4746              88,596.00
494               88,620.00
2578              88,661.00
1896              88,668.00
1299              88,712.00
1177              88,771.00
253               88,800.00
2304              88,812.93
256               88,824.00
2566              88,860.00
578               88,900.00
3590              88,936.00
3578              88,992.00
347               89,000.00
1274              89,004.00
4508              89,016.00
4986              89,018.00
3317              89,058.00
2554              89,092.00
1759              89,100.00
134               89,122.00
1384              89,196.00
2289              89,200.00
997               89,204.40
3195              89,400.00
2328              89,440.00
1678              89,500.00
3271              89,520.00
4137              89,523.00
4536              89,532.00
2804              89,602.00
2996              89,610.00
4399              89,650.00
3504              89,697.00
1327              89,700.00
4460              89,772.00
2344              89,796.00
4523              89,800.00
3426              89,849.00
1666              89,900.00
2709              89,904.00
4331              89,908.00
1936              89,916.00
53                90,000.00
1007              90,050.00
3646              90,064.00
3533              90,065.00
1541              90,080.61
3689              90,084.00
5060              90,096.00
922               90,111.00
3101              90,189.96
3580              90,200.00
597               90,216.00
1136              90,240.00
1785              90,300.00
4644              90,301.00
4097              90,305.00
1749              90,369.00
2014              90,372.00
2758              90,400.00
3653              90,444.00
3453              90,474.00
2902              90,522.00
4808              90,600.00
4113              90,636.00
2237              90,696.00
2954              90,700.00
1854              90,722.00
4647              90,730.00
3694              90,750.00
3058              90,792.00
2998              90,840.00
2141              90,888.00
4582              90,900.00
1579              90,996.00
127               91,000.00
4072              91,080.00
2252              91,092.00
3745              91,100.00
710               91,140.00
660               91,154.00
942               91,200.00
3655              91,224.00
1965              91,228.00
3594              91,229.00
4584              91,234.20
3066              91,362.00
4006              91,384.08
1893              91,392.00
2895              91,440.00
238               91,500.00
1857              91,509.00
2816              91,520.00
2969              91,560.00
4974              91,644.00
4484              91,650.00
4049              91,700.00
2426              91,704.00
2922              91,728.00
2152              91,745.00
1460              91,800.00
1797              91,980.00
3212              91,985.28
1831              91,992.00
21                92,000.00
428               92,001.00
2193              92,004.00
3187              92,040.00
3958              92,052.00
3728              92,070.00
3043              92,160.00
4369              92,200.00
1221              92,250.00
3247              92,256.00
1297              92,259.00
3421              92,300.00
3334              92,304.00
3041              92,341.00
2209              92,400.00
2791              92,407.00
285               92,496.00
116               92,500.00
3887              92,508.00
385               92,604.00
3818              92,652.00
407               92,700.00
2586              92,795.00
854               92,800.00
2558              92,900.00
4924              92,904.00
197               93,000.00
2989              93,024.00
1208              93,048.00
1718              93,080.00
2869              93,100.00
1949              93,132.00
1794              93,156.00
958               93,158.00
3681              93,200.00
1436              93,218.00
4879              93,240.00
3716              93,312.00
2184              93,318.00
2205              93,330.00
3441              93,400.00
1700              93,408.00
4723              93,450.00
5009              93,492.00
318               93,500.00
1331              93,600.00
1450              93,996.00
601               94,000.00
3419              94,020.00
4296              94,050.00
2702              94,092.00
559               94,104.00
2334              94,128.00
2455              94,140.00
4657              94,185.00
3067              94,200.00
1395              94,342.00
4648              94,368.00
1415              94,404.00
1634              94,438.00
202               94,500.00
1500              94,527.68
3288              94,568.00
2561              94,600.00
3785              94,692.00
1754              94,700.00
4379              94,773.24
86                94,800.00
1262              94,837.00
3243              94,848.00
2192              94,860.00
4684              94,896.00
3124              94,897.00
1393              94,940.00
4318              94,965.00
2827              94,976.00
361               94,992.00
136               95,000.00
994               95,004.00
3860              95,088.00
2078              95,100.00
3538              95,111.00
3710              95,142.00
1646              95,200.00
1070              95,234.00
4639              95,290.00
4395              95,327.44
1250              95,400.00
3042              95,424.00
2728              95,459.00
2333              95,496.00
2405              95,500.00
1648              95,600.00
1433              95,610.00
4377              95,620.00
3527              95,680.00
2946              95,800.00
5006              95,827.00
1034              95,832.00
4553              95,892.00
4244              95,904.00
550               95,950.00
173               96,000.00
3083              96,060.00
2632              96,120.12
4153              96,216.00
2502              96,260.00
2919              96,300.00
4158              96,339.00
4016              96,384.00
4710              96,408.00
1629              96,500.00
3532              96,504.00
844               96,575.00
4672              96,588.00
4210              96,600.00
4655              96,640.00
3654              96,672.00
4814              96,713.32
571               96,720.00
2073              96,772.00
3625              96,800.00
2395              96,900.00
863               96,984.00
3177              96,996.00
378               97,000.00
2036              97,152.00
5073              97,188.00
2714              97,192.00
2965              97,200.00
4433              97,243.52
368               97,296.00
1369              97,333.00
3459              97,344.00
4333              97,356.00
906               97,400.00
1721              97,440.00
754               97,500.00
3902              97,584.00
236               97,600.00
3743              97,650.00
3262              97,665.00
1618              97,700.00
2913              97,781.00
3740              97,800.00
3586              97,850.00
2921              97,920.00
1479              97,936.00
4783              97,992.00
166               98,000.00
1697              98,004.00
2873              98,056.00
2900              98,080.00
2460              98,100.00
4176              98,132.00
3023              98,200.00
4572              98,240.00
3156              98,260.00
3822              98,268.00
2846              98,279.00
405               98,280.00
3138              98,300.00
2181              98,320.00
496               98,400.00
4934              98,406.00
614               98,450.00
427               98,480.00
1876              98,500.00
4370              98,518.00
3782              98,582.68
4711              98,652.00
2391              98,700.00
4765              98,736.00
3315              98,760.00
4160              98,784.00
1698              98,800.00
2175              98,850.00
2618              98,899.39
885               98,900.00
332               99,000.00
2662              99,085.00
1877              99,100.00
2920              99,200.00
2526              99,220.00
572               99,275.00
2962              99,300.00
2242              99,400.00
4702              99,473.00
3552              99,500.00
2626              99,504.00
1343              99,518.42
200               99,600.00
4725              99,670.00
3038              99,678.00
4345              99,700.00
2924              99,750.00
1907              99,780.00
2365              99,800.00
2080              99,840.00
4499              99,900.00
329               99,996.00
1789              99,999.00
11               100,000.00
1302             100,008.00
2069             100,010.00
3670             100,016.00
2872             100,046.00
2386             100,079.00
4334             100,080.00
3546             100,100.00
2062             100,111.00
2888             100,128.00
3064             100,200.00
1305             100,280.00
4907             100,296.00
1432             100,300.00
2785             100,400.00
450              100,450.00
135              100,500.00
2012             100,596.00
1599             100,650.00
5076             100,671.39
1996             100,752.00
745              100,800.00
4812             100,824.00
1484             100,840.00
4291             100,843.00
1335             100,860.00
4868             100,896.00
2032             100,904.00
2168             100,970.00
3466             100,980.00
969              100,995.00
453              101,000.00
937              101,004.00
1427             101,040.00
4184             101,138.00
4816             101,300.00
978              101,400.00
4384             101,416.00
2295             101,424.00
4311             101,500.00
3237             101,568.00
2685             101,644.00
634              101,657.00
1760             101,741.00
1314             101,877.00
828              101,900.00
462              102,000.00
3987             102,031.00
4374             102,058.00
3234             102,200.00
4893             102,211.00
635              102,240.00
4741             102,300.00
4418             102,368.00
832              102,400.00
2838             102,408.00
4372             102,456.00
4512             102,489.40
1020             102,500.00
965              102,540.00
1951             102,552.00
3869             102,660.00
531              102,672.00
3311             102,960.00
1549             102,996.00
239              103,000.00
2123             103,008.00
2006             103,050.00
4734             103,089.00
2305             103,200.00
4693             103,240.00
4175             103,241.00
3927             103,250.00
4790             103,363.00
2579             103,400.00
3030             103,500.00
4169             103,560.00
2330             103,641.00
954              103,800.00
2861             103,832.00
2856             103,875.00
3715             103,970.00
1873             103,992.00
179              104,000.00
1993             104,004.00
3282             104,080.00
1094             104,085.00
3553             104,149.20
420              104,371.43
1330             104,400.00
4494             104,525.00
2396             104,606.00
1520             104,676.00
1504             104,740.00
1194             104,800.00
3888             104,860.00
18               105,000.00
2045             105,018.00
2674             105,040.00
1452             105,144.00
3048             105,201.00
1843             105,211.00
3112             105,398.00
4031             105,400.00
1559             105,500.00
2901             105,504.00
2461             105,508.00
1254             105,600.00
825              105,687.50
3731             105,785.00
1637             105,804.00
389              105,842.00
1703             105,859.00
4115             105,897.00
4998             105,900.00
3489             105,924.00
2805             105,946.00
907              105,996.00
3176             105,997.00
4100             105,999.80
24               106,000.00
4268             106,050.00
4543             106,226.00
558              106,300.00
633              106,320.00
2550             106,358.00
1750             106,369.00
2196             106,452.00
2818             106,500.00
2134             106,800.00
3854             106,839.00
829              106,870.00
4352             106,925.00
235              107,000.00
775              107,004.00
4779             107,028.00
4299             107,203.00
3510             107,220.57
3680             107,280.00
3812             107,364.00
3130             107,400.00
3037             107,473.00
746              107,496.00
797              107,500.00
348              107,800.00
2520             107,806.40
4540             107,900.00
232              108,000.00
3406             108,041.00
394              108,060.00
4682             108,202.00
1716             108,288.00
3313             108,396.00
3031             108,500.00
3911             108,600.00
3463             108,639.00
1418             108,717.00
2673             108,795.00
3742             108,804.00
2256             108,820.00
1380             108,900.00
4576             108,901.00
3010             108,904.08
3734             108,928.80
4328             108,960.00
785              108,996.00
379              109,000.00
610              109,200.00
2094             109,300.00
4902             109,488.00
3386             109,500.00
3704             109,620.00
3475             109,720.00
4045             109,800.00
3522             109,896.00
5013             109,908.00
3077             109,920.00
1630             109,995.00
14               110,000.00
1999             110,000.04
1230             110,004.00
3800             110,196.00
5083             110,244.00
768              110,256.00
2596             110,313.00
1469             110,328.00
1110             110,400.00
3114             110,496.00
2707             110,500.00
2276             110,656.00
1017             110,888.00
488              111,000.00
3946             111,016.00
3264             111,147.66
4800             111,150.00
662              111,239.96
4564             111,262.00
3155             111,280.00
1140             111,460.00
3547             111,549.00
222              111,740.00
2942             111,855.00
1424             111,996.00
283              112,000.00
2030             112,008.00
4294             112,123.00
1063             112,140.00
2400             112,200.00
1398             112,224.00
1982             112,227.00
3472             112,404.00
816              112,440.00
1803             112,445.00
1665             112,455.00
1780             112,500.00
1341             112,511.52
2971             112,548.00
3160             112,557.00
4149             112,580.00
1869             112,678.00
1946             112,689.00
1174             112,732.00
2585             112,774.00
4491             112,921.00
3110             112,976.00
2067             112,992.00
4815             112,995.00
527              113,000.00
3120             113,004.00
4753             113,028.00
1506             113,135.00
4172             113,200.00
3622             113,217.40
2052             113,300.00
2326             113,316.00
1605             113,400.00
3841             113,500.00
1135             113,592.00
2020             113,676.00
1107             113,698.00
4568             113,800.00
126              114,000.00
3685             114,107.00
3241             114,237.00
2598             114,400.00
4267             114,440.00
2525             114,500.00
2356             114,600.00
2445             114,700.00
3832             114,773.98
4323             114,800.00
170              114,996.00
218              115,000.00
1765             115,132.00
1036             115,154.16
1051             115,200.00
4961             115,275.00
3126             115,460.00
625              115,500.00
2583             115,600.00
2742             115,731.00
944              115,742.00
4132             115,752.00
3377             115,776.00
2159             115,800.00
3027             115,872.00
3233             115,900.00
3696             115,956.00
783              116,000.00
1632             116,004.00
4429             116,300.00
123              116,400.00
3267             116,480.00
1488             116,500.00
2572             116,600.00
1410             116,664.00
1729             116,700.00
4617             116,736.00
3842             116,765.00
192              117,000.00
2644             117,014.00
1565             117,300.00
3614             117,400.00
1278             117,500.00
1723             117,516.00
1287             117,600.00
1149             117,696.00
2993             117,832.00
1616             117,960.00
444              117,996.00
180              118,000.00
268              118,075.00
3474             118,189.00
3540             118,200.00
2692             118,300.00
4464             118,320.00
738              118,354.61
2216             118,374.00
1829             118,388.00
620              118,392.00
1554             118,404.00
1769             118,443.00
2831             118,450.00
3072             118,500.00
3868             118,527.00
468              118,560.00
2630             118,800.00
3151             118,812.00
909              119,000.00
1061             119,004.00
1941             119,153.00
2079             119,228.12
2081             119,238.00
2797             119,400.00
4286             119,450.00
1042             119,496.00
943              119,500.00
2718             119,600.00
4690             119,604.00
4496             119,700.00
3482             119,976.00
60               120,000.00
2235             120,120.00
1021             120,155.00
2822             120,390.00
4314             120,456.00
3726             120,510.00
4701             120,579.00
2177             120,602.40
4106             120,640.00
4117             120,775.00
3127             120,948.00
2322             120,996.00
3702             120,999.84
3789             120,999.96
609              121,000.00
2212             121,008.00
4733             121,178.00
1116             121,200.00
2559             121,296.00
4650             121,352.52
1577             121,392.00
1712             121,400.00
617              121,440.00
2165             121,500.00
2255             121,680.00
4863             121,722.00
4776             121,900.00
364              122,000.00
3351             122,004.00
270              122,400.00
1588             122,406.00
723              122,500.00
2072             122,708.00
3863             122,748.00
3878             122,800.00
696              123,000.00
3275             123,144.00
1313             123,504.00
3097             123,531.24
2576             123,600.00
2040             123,735.00
4459             123,917.64
2467             123,996.00
758              124,000.00
1542             124,080.00
2681             124,499.61
4066             124,500.00
3618             124,596.00
2417             124,726.00
760              124,800.00
1738             124,896.00
1347             124,992.00
246              125,000.00
2231             125,000.32
1090             125,004.00
2053             125,271.00
4143             125,555.00
3766             125,600.00
69               126,000.00
2270             126,132.00
2577             126,251.00
3737             126,252.00
3440             126,400.00
3181             126,500.00
3783             126,504.00
2995             126,600.00
3741             126,696.00
4933             126,803.00
2258             126,996.00
297              127,000.00
1461             127,035.00
2083             127,404.00
576              127,500.00
3353             127,741.00
1346             127,992.00
1078             128,000.00
3850             128,004.00
1592             128,148.00
4336             128,165.00
3076             128,400.00
4883             128,500.00
1113             128,600.00
3392             128,899.92
520              129,000.00
1819             129,005.00
1842             129,600.00
2033             129,700.00
2428             129,900.00
1267             129,996.00
147              130,000.00
4604             130,008.00
4901             130,068.00
2868             130,104.00
4090             130,208.00
451              130,500.00
3846             130,606.00
3217             130,673.76
980              130,900.00
4477             130,920.00
1101             130,992.00
1531             131,000.00
1088             131,004.00
3178             131,040.00
848              132,000.00
1912             132,132.00
4206             132,250.00
3959             132,444.00
3221             132,492.00
962              132,500.00
1043             132,540.00
1108             132,600.00
4567             132,640.00
1151             132,650.00
2130             132,652.80
1228             132,725.38
1545             132,750.00
2751             132,996.00
653              133,000.00
3976             133,119.00
4686             133,228.00
3506             133,250.00
2229             133,300.00
2316             133,500.00
1200             133,800.00
3205             133,900.00
612              134,000.00
2268             134,400.00
743              134,500.00
2588             134,748.00
66               135,000.00
2521             135,600.00
4281             135,660.00
786              135,696.00
484              135,800.00
2312             135,996.00
492              136,000.00
3509             136,092.00
1028             136,173.00
4186             136,240.00
3382             136,374.00
3062             136,400.00
411              136,500.00
3975             136,625.00
1741             136,886.00
143              137,000.00
1868             137,004.00
4348             137,057.00
4133             137,481.00
3515             137,496.00
3643             137,500.00
3346             137,720.00
336              138,000.00
2180             138,257.00
4085             138,571.00
1392             138,600.00
3491             138,962.00
3925             138,996.00
2636             139,000.00
4847             139,008.00
380              139,200.00
3306             139,380.00
1626             139,500.00
3661             139,900.00
4573             139,913.00
1529             139,992.00
95               140,000.00
1707             140,004.00
4518             140,300.00
3113             140,304.00
2486             140,341.44
1701             140,400.00
3502             140,600.00
2809             140,820.00
1952             140,900.00
1639             140,987.00
1491             141,000.00
3787             141,600.00
2420             141,996.00
388              142,000.00
3270             142,500.00
577              143,000.00
1493             143,004.00
4968             143,123.00
4804             143,150.00
2496             143,375.00
1282             143,400.00
3984             143,485.00
877              143,500.00
100              144,000.00
2190             144,240.00
2850             144,500.00
4483             144,600.00
2955             144,996.00
4373             144,997.00
259              145,000.00
1737             145,008.00
2490             145,596.00
4938             145,900.00
1945             145,986.62
4659             145,992.00
1513             146,000.00
1248             146,760.00
2484             146,775.00
2076             146,990.04
851              147,000.00
3320             147,500.00
2092             147,750.00
1645             147,884.76
4661             147,996.00
1350             148,000.00
759              148,080.00
709              148,112.00
776              148,350.00
3512             148,716.00
591              149,000.00
4468             149,385.00
1010             149,400.00
5033             149,616.00
3036             149,981.00
52               150,000.00
1566             150,060.00
2004             150,075.00
3141             150,086.00
215              150,500.00
2174             150,600.00
1847             150,750.00
1098             150,792.00
3084             150,996.00
2810             151,000.00
4704             151,016.08
2635             151,200.00
4909             151,800.00
308              152,000.00
461              152,004.00
4225             152,229.36
593              153,000.00
1609             153,600.00
1125             153,660.00
1189             153,936.00
1103             154,000.00
1192             154,008.00
120              155,000.00
1218             155,004.00
862              155,142.00
4004             155,796.00
4726             155,800.00
4845             155,867.00
195              156,000.00
3401             156,268.00
4865             156,326.00
3977             156,600.00
3760             156,996.00
1399             157,000.00
1770             157,124.00
4575             157,200.00
1105             157,500.00
2621             157,656.00
370              158,000.00
846              158,367.00
3192             158,400.00
1695             158,899.00
3437             159,000.00
505              159,500.00
4161             159,600.00
1771             159,960.00
1229             159,996.00
193              160,000.00
3407             160,396.00
1375             160,549.00
4173             160,669.75
1603             160,680.00
1892             160,800.00
647              162,000.00
565              162,480.00
1915             162,500.00
186              163,000.00
868              163,232.00
1979             163,400.00
2244             163,500.00
4899             163,900.00
1089             164,000.00
287              165,000.00
1366             165,500.00
1757             165,996.00
3257             166,000.00
1144             167,000.00
4687             167,300.00
392              168,000.00
3416             168,288.00
4669             168,600.00
4413             168,750.00
4332             169,000.00
314              170,000.00
2329             170,004.00
3813             171,000.00
3287             171,194.00
4471             171,200.00
2360             171,312.00
925              171,500.00
3170             171,996.00
619              172,000.00
3321             172,200.00
4521             172,500.00
4545             172,800.00
1908             173,000.00
4752             173,088.00
787              173,467.00
966              174,000.00
2011             174,708.00
1047             174,792.00
2725             174,996.00
293              175,000.00
1715             175,400.00
2198             175,436.00
4444             175,500.00
3947             176,000.00
2553             176,004.00
2926             176,600.00
4618             176,608.00
2953             177,000.00
2536             177,160.00
3350             177,240.00
810              178,000.00
4535             178,008.00
4898             178,364.00
1692             178,548.00
1319             178,650.00
644              179,000.00
3032             179,434.00
257              180,000.00
606              180,396.00
3207             180,415.44
4415             180,488.08
4326             180,952.00
4204             181,000.00
2909             181,408.50
3724             182,000.00
1197             182,004.00
3747             182,496.00
1288             182,500.00
1134             182,952.00
890              183,000.00
699              184,000.00
3091             184,992.00
640              185,000.00
3098             185,004.00
1389             186,000.00
5064             186,063.00
4598             186,462.00
3941             186,480.00
1677             186,600.00
3175             186,996.00
727              187,000.00
4601             188,004.00
2914             189,000.00
4304             189,996.00
649              190,000.00
1372             190,300.00
4278             191,000.00
2064             191,508.00
592              192,000.00
2290             193,000.00
1543             193,086.00
2241             194,808.00
652              195,000.00
2119             195,054.78
1939             195,700.00
924              195,800.00
1904             196,000.00
3074             197,004.00
1308             198,000.00
2599             198,171.96
1352             198,204.00
1604             199,000.00
1795             199,680.00
1181             199,992.00
276              200,000.00
2044             200,004.00
1141             201,000.00
2857             201,400.00
3623             201,996.00
1417             202,000.00
3049             202,040.00
3338             203,000.00
4930             203,500.00
1184             204,000.00
1987             205,000.00
795              206,000.00
979              207,000.00
4163             207,182.00
1961             207,996.00
2240             208,000.00
3359             209,000.00
1227             209,004.00
333              210,000.00
5089             213,000.00
1578             214,200.00
959              215,000.00
1859             215,662.00
968              216,000.00
1170             218,000.00
2551             219,600.00
3059             219,996.00
371              220,000.00
4667             220,836.00
2167             222,000.00
3598             224,000.00
88               225,000.00
1652             226,000.00
4859             227,500.00
747              228,000.00
1465             230,000.00
1911             230,004.00
181              231,252.00
2733             232,500.00
3372             233,000.00
4889             233,004.00
643              234,000.00
4782             234,600.00
3884             234,996.00
219              235,000.00
4475             235,800.00
3600             236,004.00
4663             237,000.00
839              240,000.00
3788             240,734.00
4293             241,875.00
3853             242,004.00
304              243,600.00
3505             244,000.00
893              245,000.00
4851             249,000.00
1337             249,996.00
395              249,999.96
511              250,000.00
1316             252,000.00
1930             255,000.00
1402             258,000.00
4789             259,000.00
1008             260,000.00
4740             260,735.00
1193             262,000.00
4138             265,000.00
3020             266,000.00
626              267,000.00
2353             268,000.00
4744             270,000.00
4055             273,000.00
3718             273,655.00
2113             274,992.00
1080             275,000.00
2614             275,004.00
131              276,000.00
4531             277,104.00
372              280,000.00
529              281,000.00
2397             281,988.00
4116             284,400.00
888              285,000.00
4249             287,000.00
1781             290,000.00
813              294,000.00
373              300,000.00
2274             302,000.00
3409             304,000.00
2935             304,800.00
1223             305,000.00
3973             306,000.00
4283             307,000.00
1710             310,000.00
4410             313,000.00
4866             315,000.00
1411             315,600.00
3954             316,800.00
779              320,000.00
4595             322,400.00
1812             325,000.00
3295             329,000.00
2784             330,000.00
2749             334,000.00
1562             336,000.00
1739             340,000.00
4445             348,000.00
449              350,000.00
3855             351,699.96
923              357,000.00
3862             358,680.00
2147             360,000.00
3561             366,000.00
1871             370,000.00
4393             371,000.00
1680             372,000.00
5065             375,000.00
4270             384,000.00
953              385,000.00
4880             390,000.00
603              400,000.00
2910             408,000.00
3990             415,000.00
4219             420,000.00
4121             425,000.00
2738             430,000.00
4330             444,000.00
2982             445,000.00
4645             450,000.00
718              480,000.00
2803             500,000.00
4062             504,000.00
4212             510,000.00
5072             522,000.00
3460             528,000.00
3772             540,000.00
3193             550,000.00
2680             552,000.00
3277             564,000.00
5040             572,400.00
3226             576,000.00
3219             590,000.00
4196             600,000.00
4002             612,000.00
5084             616,000.00
4282             636,000.00
3283             648,000.00
3930             660,000.00
3245             667,680.00
4495             700,000.00
3478             700,053.85
4371             708,000.00
3693             720,000.00
3865             741,600.00
3254             756,000.00
4356             762,000.00
2871             780,000.00
4136             800,000.00
3026             828,000.00
3909             840,000.00
3299             889,000.00
3370             900,000.00
2880             948,000.00
3759           1,080,000.00
3582           1,176,000.00
2884           1,200,000.00
1575           1,250,000.00
4438           1,362,000.00
4396           1,440,000.00
1167           1,782,000.00
3106           1,900,000.00
5038           2,039,784.00
3849           3,900,000.00
3922           6,000,000.00
dtype: float64

###############

Frequency distribution of unique values => 

   60,000.00    1441
   50,000.00    1027
   40,000.00     852
   45,000.00     810
   30,000.00     808
   65,000.00     757
   75,000.00     752
   48,000.00     696
   70,000.00     691
   55,000.00     627
   36,000.00     613
   80,000.00     595
   42,000.00     590
   90,000.00     522
   35,000.00     507
   72,000.00     458
  100,000.00     454
  120,000.00     449
   85,000.00     437
   24,000.00     401
   52,000.00     380
   54,000.00     355
  110,000.00     284
   95,000.00     257
   62,000.00     257
   25,000.00     247
   78,000.00     238
   38,000.00     237
   32,000.00     216
   58,000.00     206
   43,000.00     200
   56,000.00     199
  150,000.00     195
   96,000.00     194
   66,000.00     193
  105,000.00     188
  130,000.00     187
   53,000.00     186
   68,000.00     186
   63,000.00     185
  125,000.00     183
   33,000.00     180
   51,000.00     180
   57,000.00     179
   37,000.00     171
   84,000.00     171
   47,000.00     160
   44,000.00     159
   38,400.00     153
  140,000.00     150
   46,000.00     148
   39,000.00     144
   18,000.00     137
  115,000.00     135
   34,000.00     134
   82,000.00     133
   28,800.00     132
   41,000.00     130
   28,000.00     127
   64,000.00     127
   20,000.00     122
   67,000.00     120
   33,600.00     119
   61,000.00     112
   39,996.00     111
   73,000.00     108
  200,000.00     108
   49,000.00     107
   59,000.00     107
   31,200.00     106
   26,000.00     105
   19,200.00     102
   74,000.00     102
   26,400.00     101
   92,000.00      99
  135,000.00      99
   27,000.00      97
   69,000.00      96
  108,000.00      96
   14,400.00      94
   50,004.00      93
   54,996.00      91
   21,600.00      90
  102,000.00      90
   43,200.00      89
   98,000.00      89
   31,000.00      89
   12,000.00      87
   87,000.00      86
   76,000.00      86
   88,000.00      85
  160,000.00      83
   77,000.00      81
   93,000.00      78
   71,000.00      78
   45,600.00      78
  180,000.00      74
   65,004.00      74
   83,000.00      74
   57,600.00      71
   69,996.00      71
   50,400.00      70
   86,000.00      70
   35,004.00      68
   79,000.00      67
   97,000.00      67
   81,000.00      66
   15,000.00      65
   62,400.00      65
   23,000.00      63
   21,000.00      63
  175,000.00      62
   40,800.00      61
   22,000.00      60
   27,600.00      60
   25,200.00      59
   91,000.00      58
   51,996.00      56
   32,400.00      56
  103,000.00      54
  145,000.00      54
   29,000.00      53
   84,996.00      52
   52,800.00      51
   80,004.00      50
  170,000.00      48
   94,000.00      47
   46,800.00      46
   24,996.00      45
   89,000.00      43
   42,500.00      42
   37,500.00      42
  106,000.00      42
   51,600.00      42
   99,996.00      40
   39,600.00      40
   20,400.00      40
  112,000.00      39
  165,000.00      38
   62,500.00      38
  104,000.00      38
   22,800.00      38
  114,000.00      37
   34,800.00      37
  132,000.00      37
   16,800.00      37
   99,000.00      36
  117,000.00      36
   38,004.00      36
  300,000.00      36
   37,200.00      35
   44,400.00      34
  126,000.00      33
   45,996.00      33
   57,996.00      33
  250,000.00      33
  107,000.00      33
   61,200.00      33
   15,600.00      32
   32,004.00      32
   49,200.00      31
   64,800.00      30
  144,000.00      30
  225,000.00      29
   52,500.00      29
  101,000.00      29
   42,996.00      29
  113,000.00      29
   56,004.00      28
   67,200.00      28
   27,996.00      28
   48,500.00      28
   46,500.00      28
   55,200.00      28
  109,000.00      28
   33,996.00      27
  155,000.00      27
   53,004.00      26
   57,500.00      26
  116,000.00      25
   16,000.00      25
  118,000.00      25
   69,600.00      25
    9,600.00      25
  185,000.00      25
   41,004.00      25
   36,500.00      24
  124,000.00      23
  190,000.00      23
  138,000.00      23
   47,500.00      23
   62,004.00      23
  123,000.00      23
   95,004.00      23
   38,500.00      22
   36,996.00      22
   26,004.00      22
  122,000.00      22
  119,000.00      22
  110,004.00      21
   63,996.00      21
   48,996.00      21
   82,500.00      21
   86,400.00      21
  210,000.00      21
   41,600.00      21
   72,500.00      21
   45,500.00      20
   58,800.00      20
   30,996.00      20
   66,996.00      20
   20,004.00      20
   64,500.00      20
   32,500.00      20
   67,500.00      19
   10,000.00      19
  156,000.00      19
   75,600.00      19
   63,600.00      19
  136,000.00      19
   31,500.00      18
   76,800.00      18
   56,400.00      18
   34,500.00      18
   74,400.00      18
   49,500.00      18
   29,004.00      18
   83,004.00      18
   68,500.00      18
   93,600.00      18
   44,500.00      17
   51,500.00      17
   68,004.00      17
   87,500.00      17
   66,500.00      17
   19,000.00      17
   75,996.00      17
   80,400.00      17
   68,400.00      17
   41,500.00      16
   43,500.00      16
   44,004.00      16
   37,440.00      16
   47,004.00      16
  128,000.00      16
   28,500.00      16
   39,500.00      16
   36,400.00      15
   70,800.00      15
  127,000.00      15
  133,000.00      15
   92,004.00      15
   81,600.00      15
  168,000.00      14
   13,200.00      14
   50,500.00      14
   40,500.00      14
  121,000.00      14
   53,500.00      14
   73,500.00      14
   24,960.00      14
   86,004.00      14
   91,200.00      14
   23,004.00      14
   17,000.00      14
   71,500.00      14
   74,500.00      14
  154,000.00      13
   63,500.00      13
   61,500.00      13
   21,996.00      13
   14,000.00      13
  240,000.00      13
   77,004.00      13
   54,600.00      13
  125,004.00      13
  111,000.00      13
   79,200.00      12
   26,500.00      12
   81,996.00      12
   30,720.00      12
   35,400.00      12
   72,800.00      12
   29,120.00      12
   60,500.00      12
   35,500.00      12
   33,280.00      12
   34,200.00      11
   56,500.00      11
   37,800.00      11
   27,500.00      11
  142,000.00      11
  129,996.00      11
   78,500.00      11
   13,000.00      11
  140,004.00      11
   43,680.00      11
   10,800.00      11
   40,320.00      11
  204,000.00      11
   20,800.00      11
  220,000.00      11
   74,004.00      11
   98,400.00      11
   65,500.00      10
  153,000.00      10
   83,200.00      10
  162,000.00      10
   54,500.00      10
   19,800.00      10
   58,500.00      10
  148,000.00      10
  195,000.00      10
   83,500.00      10
   77,500.00      10
   23,400.00      10
   76,500.00      10
   73,200.00      10
   65,600.00      10
   78,996.00      10
  101,004.00      10
   69,500.00      10
   98,004.00       9
   18,996.00       9
   60,996.00       9
   55,500.00       9
   92,700.00       9
  114,996.00       9
   59,004.00       9
   24,500.00       9
   57,200.00       9
  141,000.00       9
  158,000.00       9
   84,500.00       9
  230,000.00       9
  275,000.00       9
   94,500.00       9
   59,500.00       9
   42,900.00       9
  192,000.00       9
   97,500.00       9
   25,920.00       8
   70,500.00       8
   49,920.00       8
   87,600.00       8
   26,880.00       8
   88,500.00       8
   49,800.00       8
   89,004.00       8
  200,004.00       8
  129,000.00       8
   46,200.00       8
   33,500.00       8
   34,560.00       8
   49,992.00       8
   80,500.00       8
   92,500.00       8
  105,996.00       8
   12,996.00       8
   71,004.00       8
   55,600.00       7
   55,800.00       7
   48,600.00       7
   22,200.00       7
   93,500.00       7
  124,800.00       7
   85,500.00       7
  105,600.00       7
   30,500.00       7
   28,080.00       7
   25,800.00       7
  235,000.00       7
    8,000.00       7
   24,600.00       7
   39,900.00       7
  134,000.00       7
  350,000.00       7
  157,000.00       7
   32,496.00       7
   94,800.00       7
   23,040.00       7
  159,996.00       7
   75,500.00       7
   96,500.00       7
   35,100.00       7
   45,760.00       7
   90,996.00       7
  100,800.00       7
  260,000.00       7
  201,000.00       7
  147,000.00       7
   62,496.00       6
   43,800.00       6
   72,996.00       6
   34,400.00       6
   62,100.00       6
   99,600.00       6
   40,560.00       6
   36,600.00       6
   18,720.00       6
   30,600.00       6
  137,000.00       6
  146,000.00       6
  400,000.00       6
  480,000.00       6
  116,004.00       6
   97,200.00       6
   58,600.00       6
  112,500.00       6
  102,996.00       6
   32,640.00       6
   81,120.00       6
  172,000.00       6
   31,800.00       6
   49,600.00       6
   51,300.00       6
   42,504.00       6
   56,700.00       6
   64,200.00       6
   79,500.00       6
   85,200.00       6
   35,360.00       6
   45,900.00       6
   35,496.00       6
  285,000.00       6
   61,400.00       6
   42,100.00       5
  107,004.00       5
   54,400.00       5
   80,600.00       5
   33,276.00       5
   22,884.00       5
   72,600.00       5
   55,400.00       5
   79,800.00       5
   47,700.00       5
   11,000.00       5
   51,400.00       5
   41,400.00       5
    6,000.00       5
  215,000.00       5
   33,800.00       5
  102,400.00       5
   68,496.00       5
   41,196.00       5
   47,496.00       5
  143,000.00       5
   88,800.00       5
   27,840.00       5
   92,400.00       5
   23,500.00       5
   77,385.19       5
  119,500.00       5
   16,200.00       5
   58,200.00       5
  152,004.00       5
  101,400.00       5
   32,760.00       5
   31,400.00       5
   62,200.00       5
   47,800.00       5
   17,280.00       5
   35,364.00       5
  280,000.00       5
   37,008.00       5
   82,800.00       5
   40,200.00       5
   43,700.00       5
   86,500.00       5
  127,500.00       5
   25,500.00       5
   41,280.00       5
   36,100.00       5
   53,040.00       5
   53,400.00       5
   36,300.00       5
  115,200.00       5
   56,496.00       5
   47,840.00       5
   56,160.00       5
   34,320.00       5
   47,900.00       5
  102,500.00       5
   39,960.00       5
   29,500.00       5
  131,000.00       5
   15,996.00       5
   27,040.00       5
   50,700.00       5
  170,004.00       5
  780,000.00       5
   55,900.00       4
  320,000.00       4
   39,520.00       4
   18,200.00       4
  228,000.00       4
   41,496.00       4
  117,996.00       4
   41,200.00       4
   93,996.00       4
   28,600.00       4
  174,000.00       4
  104,004.00       4
   37,400.00       4
   81,500.00       4
   59,800.00       4
   45,204.00       4
  151,000.00       4
   52,400.00       4
  122,400.00       4
   56,100.00       4
   73,600.00       4
  111,996.00       4
   77,250.00       4
   95,500.00       4
   36,120.00       4
  139,000.00       4
   71,400.00       4
   16,500.00       4
    4,800.00       4
  109,200.00       4
   82,400.00       4
   47,400.00       4
   64,992.00       4
   12,600.00       4
   41,300.00       4
  325,000.00       4
   95,800.00       4
   10,200.00       4
  110,400.00       4
   52,600.00       4
  155,004.00       4
   61,800.00       4
   87,360.00       4
   46,080.00       4
  205,000.00       4
   51,200.00       4
  100,500.00       4
  106,800.00       4
   68,640.00       4
   95,400.00       4
   63,200.00       4
   42,600.00       4
   70,200.00       4
   15,360.00       4
   49,896.00       4
   36,396.00       4
   52,200.00       4
   20,640.00       4
   44,100.00       4
   63,800.00       4
   87,996.00       4
   59,400.00       4
   38,496.00       4
  167,000.00       4
  117,500.00       4
1,200,000.00       4
   76,300.00       4
   91,500.00       4
   34,900.00       4
   43,900.00       4
  189,000.00       4
   44,196.00       4
   69,900.00       4
   56,650.00       4
   46,300.00       4
    8,400.00       4
   72,100.00       4
   60,400.00       4
  500,000.00       4
   21,120.00       4
   55,560.00       4
   40,900.00       4
   57,700.00       4
   17,004.00       4
   42,240.00       4
   15,120.00       4
  186,000.00       4
  137,004.00       4
  234,000.00       4
  216,000.00       4
    7,200.00       4
   74,880.00       4
   66,560.00       4
   65,200.00       4
  290,000.00       4
   46,400.00       4
  119,004.00       4
   74,872.00       4
   44,160.00       4
   78,300.00       4
   33,504.00       4
   76,200.00       4
   50,600.00       4
   22,500.00       4
   55,530.00       4
   42,300.00       4
   36,480.00       3
   45,200.00       3
   54,396.00       3
  123,996.00       3
   60,626.00       3
   63,504.00       3
  184,000.00       3
   30,160.00       3
   40,300.00       3
   38,376.00       3
   78,504.00       3
  135,996.00       3
   37,740.00       3
   48,800.00       3
   55,992.00       3
   19,500.00       3
   68,700.00       3
   24,300.00       3
   45,300.00       3
   80,800.00       3
   43,300.00       3
   31,920.00       3
  109,500.00       3
  108,600.00       3
  106,300.00       3
  233,000.00       3
   31,776.00       3
   64,999.92       3
   85,100.00       3
   18,600.00       3
   87,300.00       3
   27,300.00       3
   32,200.00       3
   13,500.00       3
   33,300.00       3
   61,104.00       3
   66,420.00       3
  183,000.00       3
   44,300.00       3
   48,200.00       3
   67,800.00       3
   83,600.00       3
   52,416.00       3
   64,600.00       3
   54,080.00       3
   57,240.00       3
   72,400.00       3
   39,672.00       3
   14,500.00       3
   79,992.00       3
   52,008.00       3
   48,360.00       3
   61,440.00       3
   66,200.00       3
  103,200.00       3
   35,328.00       3
   82,600.00       3
   32,160.00       3
  105,500.00       3
  202,000.00       3
   27,800.00       3
   75,400.00       3
  265,000.00       3
  900,000.00       3
  360,000.00       3
   17,760.00       3
   65,400.00       3
   69,200.00       3
   97,700.00       3
  275,004.00       3
  115,500.00       3
  179,000.00       3
  144,996.00       3
  600,000.00       3
   87,504.00       3
   21,840.00       3
   49,008.00       3
   73,700.00       3
   44,640.00       3
   18,500.00       3
  103,500.00       3
   46,551.00       3
   57,400.00       3
  129,600.00       3
  110,500.00       3
   12,960.00       3
  305,000.00       3
   54,200.00       3
   55,700.00       3
   39,828.00       3
   39,800.00       3
  166,000.00       3
   56,900.00       3
   59,200.00       3
   57,408.00       3
  122,004.00       3
   48,720.00       3
   58,608.00       3
   63,400.00       3
  142,500.00       3
  152,000.00       3
   41,520.00       3
   51,504.00       3
   21,360.00       3
   53,200.00       3
  189,996.00       3
  340,000.00       3
   63,300.00       3
   55,680.00       3
   99,800.00       3
   45,504.00       3
   57,120.00       3
   29,760.00       3
  144,500.00       3
   66,800.00       3
   33,200.00       3
  163,000.00       3
   64,700.00       3
   60,204.00       3
   46,700.00       3
   25,596.00       3
   25,700.00       3
  206,000.00       3
  122,500.00       3
  141,996.00       3
   57,840.00       3
   26,496.00       3
  104,400.00       3
   48,960.00       3
   30,960.00       3
   61,300.00       3
   52,700.00       3
   27,036.00       3
   66,504.00       3
   47,160.00       3
   99,500.00       3
   52,250.00       3
   53,800.00       3
   38,200.00       3
  143,500.00       3
   74,700.00       3
   67,656.00       3
   88,200.00       3
   38,900.00       3
   38,700.00       3
   51,630.00       3
   57,504.00       3
   78,400.00       3
   27,120.00       3
   83,400.00       3
    8,088.00       3
   74,100.00       3
   34,600.00       3
  114,400.00       3
   13,440.00       3
   39,456.00       3
   68,250.00       3
   47,300.00       3
   74,900.00       3
   20,160.00       3
   30,004.00       3
   12,360.00       3
   85,800.00       3
   41,900.00       3
  131,004.00       3
   27,048.00       3
   71,040.00       3
   20,796.00       3
   35,880.00       3
   55,008.00       3
   19,968.00       3
   36,960.00       3
   43,080.00       3
   62,467.00       3
   47,052.00       3
  107,500.00       3
   66,912.00       3
   43,920.00       3
   29,100.00       3
   36,900.00       3
   45,336.00       3
   51,800.00       3
   28,700.00       3
   81,800.00       3
   40,100.00       3
   59,600.00       3
   38,268.00       3
   33,900.00       3
   36,800.00       3
   22,880.00       3
   51,480.00       3
  187,000.00       3
   16,320.00       3
  249,996.00       3
   44,700.00       3
  244,000.00       3
   43,600.00       3
   21,300.00       3
  157,500.00       3
   58,900.00       3
   44,304.00       3
   99,504.00       3
   39,300.00       3
   30,200.00       2
   62,040.00       2
   35,300.00       2
   37,920.00       2
   28,596.00       2
   38,484.00       2
   50,760.00       2
   48,880.00       2
   94,200.00       2
    9,000.00       2
   56,964.00       2
   64,900.00       2
   35,600.00       2
   17,400.00       2
   98,700.00       2
  100,008.00       2
   35,520.00       2
   44,760.00       2
   57,550.00       2
   45,100.00       2
   17,352.00       2
   89,400.00       2
   72,900.00       2
   38,160.00       2
   53,808.00       2
  110,313.00       2
   50,508.00       2
   76,900.00       2
   23,520.00       2
   44,720.00       2
   55,404.00       2
   29,496.00       2
  151,200.00       2
   38,220.00       2
   75,360.00       2
   38,800.00       2
   77,700.00       2
   17,500.00       2
   74,360.00       2
   85,900.00       2
   42,200.00       2
   78,600.00       2
   58,100.00       2
   77,040.00       2
   77,508.00       2
   38,790.00       2
   53,196.00       2
   26,748.00       2
   89,200.00       2
   82,404.00       2
   81,204.00       2
   41,508.00       2
   97,600.00       2
   91,992.00       2
   74,196.00       2
   35,700.00       2
   65,280.00       2
   57,006.00       2
   98,500.00       2
  107,400.00       2
  182,004.00       2
  112,200.00       2
   68,900.00       2
   25,480.00       2
   60,780.00       2
   84,855.00       2
   60,600.00       2
  145,008.00       2
   80,700.00       2
   88,900.00       2
   60,900.00       2
   24,468.00       2
   61,260.00       2
   41,760.00       2
   39,270.00       2
   61,476.00       2
   98,300.00       2
   50,496.00       2
   65,061.00       2
   41,800.00       2
  113,300.00       2
   77,400.00       2
   41,100.00       2
   38,880.00       2
  237,000.00       2
   61,240.00       2
   26,784.00       2
   15,300.00       2
   45,756.00       2
   90,300.00       2
   59,750.00       2
   63,250.00       2
   40,296.00       2
   88,824.00       2
   15,500.00       2
   74,600.00       2
   26,300.00       2
  123,600.00       2
   42,224.00       2
   53,100.00       2
   15,204.00       2
   82,560.00       2
   58,704.00       2
   22,584.00       2
   77,368.00       2
   19,404.00       2
  126,500.00       2
   30,504.00       2
   74,628.00       2
   13,800.00       2
   86,100.00       2
   39,150.00       2
   49,536.00       2
  139,992.00       2
  126,251.00       2
   24,240.00       2
   31,680.00       2
   62,900.00       2
   96,996.00       2
   72,396.00       2
   22,080.00       2
  165,996.00       2
  245,000.00       2
   59,100.00       2
   29,736.00       2
   98,280.00       2
   40,992.00       2
   72,204.00       2
  115,731.00       2
   73,992.00       2
   65,499.00       2
  700,000.00       2
   43,008.00       2
   77,237.00       2
   80,300.00       2
   88,560.00       2
   28,560.00       2
   54,660.00       2
   30,144.00       2
   42,840.00       2
  114,600.00       2
   10,008.00       2
   74,800.00       2
   57,900.00       2
   54,072.00       2
  154,008.00       2
   32,800.00       2
   29,950.00       2
   29,376.00       2
   56,550.00       2
   24,840.00       2
   38,196.00       2
   83,100.00       2
   53,590.00       2
  129,700.00       2
   86,800.00       2
  113,800.00       2
   84,700.00       2
   65,496.00       2
   71,700.00       2
  121,500.00       2
  334,000.00       2
   28,320.00       2
   79,416.00       2
  648,000.00       2
   25,440.00       2
   46,560.00       2
   34,992.00       2
   60,612.00       2
   38,600.00       2
  113,004.00       2
   44,200.00       2
  116,700.00       2
   88,712.00       2
  101,877.00       2
  121,200.00       2
   52,582.00       2
   36,780.00       2
   59,520.00       2
   33,360.00       2
   96,900.00       2
   26,280.00       2
   17,376.00       2
   48,400.00       2
   46,992.00       2
   73,524.00       2
   11,340.00       2
   19,992.00       2
   44,600.00       2
   41,700.00       2
    4,200.00       2
   49,400.00       2
   29,040.00       2
   33,400.00       2
   61,080.00       2
   37,584.00       2
   90,200.00       2
   18,204.00       2
   10,560.00       2
   82,296.00       2
   85,248.00       2
   65,100.00       2
   24,720.00       2
   97,781.00       2
  149,400.00       2
   69,400.00       2
  138,996.00       2
   37,100.00       2
   45,400.00       2
  230,004.00       2
   89,100.00       2
   71,328.00       2
   36,636.00       2
   90,722.00       2
  294,000.00       2
   50,960.00       2
   52,320.00       2
   86,250.00       2
   80,496.00       2
   76,596.00       2
   32,280.00       2
   40,040.00       2
   44,340.00       2
   75,800.00       2
   36,852.00       2
   75,744.00       2
   78,200.00       2
   22,300.00       2
   31,416.00       2
    8,628.00       2
   63,550.00       2
  107,496.00       2
   44,208.00       2
   30,972.00       2
   81,960.00       2
   57,192.00       2
  182,500.00       2
   55,536.00       2
   17,600.00       2
  106,369.00       2
   91,140.00       2
   36,700.00       2
   56,508.00       2
   52,680.00       2
  198,000.00       2
  115,800.00       2
   38,272.00       2
   38,304.00       2
   35,280.00       2
   81,400.00       2
  116,600.00       2
   22,296.00       2
   56,148.00       2
   64,260.00       2
  199,000.00       2
   70,596.00       2
   33,888.00       2
   55,550.00       2
  100,128.00       2
   55,812.00       2
   19,896.00       2
  174,996.00       2
   87,800.00       2
  103,992.00       2
   38,244.00       2
   51,012.00       2
   50,252.00       2
   36,320.00       2
   64,668.00       2
   26,124.00       2
   60,132.00       2
   76,248.00       2
   74,256.00       2
  128,004.00       2
   12,240.00       2
   92,259.00       2
   79,700.00       2
   71,200.00       2
  550,000.00       2
   71,760.00       2
   57,300.00       2
   39,750.00       2
   62,208.00       2
   52,884.00       2
   30,784.00       2
   58,320.00       2
   65,196.00       2
   39,516.00       2
   93,200.00       2
  101,500.00       2
   36,240.00       2
  306,000.00       2
   44,604.00       2
   92,001.00       2
   77,200.00       2
   43,738.00       2
   39,168.00       2
  207,000.00       2
   52,692.00       2
   57,960.00       2
   29,112.00       2
   52,360.00       2
   70,632.00       2
   66,600.00       2
   50,100.00       2
   96,300.00       2
   35,352.00       2
   47,844.00       2
  267,000.00       2
   23,920.00       2
   12,480.00       2
   41,604.00       2
   84,600.00       2
   54,300.00       2
   18,700.00       2
   79,600.00       2
   94,992.00       2
   41,784.00       2
   87,200.00       2
   83,196.00       2
   59,700.00       2
  136,500.00       2
   73,440.00       2
   51,072.00       2
   43,596.00       2
   52,392.00       2
  173,000.00       2
  116,400.00       2
   39,481.00       2
   47,580.00       2
  108,996.00       2
   30,240.00       2
   62,800.00       2
   37,620.00       2
   47,200.00       2
   49,152.00       2
  100,400.00       2
   58,650.00       2
   64,480.00       2
   79,632.00       2
   49,995.00       2
  121,400.00       2
   48,100.00       2
   92,341.00       2
   56,472.00       2
   51,312.00       2
   62,510.00       2
   39,480.00       2
   89,500.00       2
  134,748.00       2
  336,000.00       2
   92,496.00       2
   54,912.00       2
   55,596.00       2
   65,800.00       2
   99,400.00       2
   29,700.00       2
  112,123.00       2
   14,004.00       2
  330,000.00       2
   53,600.00       2
   32,304.00       2
  119,600.00       2
   31,356.00       2
   21,888.00       2
   32,904.00       2
   44,564.00       2
   17,640.00       2
   67,600.00       2
   46,680.00       2
   75,108.00       2
   67,350.00       2
   38,112.00       2
   92,800.00       2
   30,900.00       2
   54,096.00       2
   62,217.00       2
   31,368.00       2
   60,504.00       2
   33,664.44       2
   27,024.00       2
   79,100.00       2
   67,992.00       2
   54,590.00       2
   78,204.00       2
   75,324.00       2
   87,950.00       2
   67,596.00       2
   37,392.00       2
   79,864.00       2
   64,575.00       2
   11,820.00       2
   86,700.00       2
   31,836.00       2
   39,204.00       2
   54,084.00       2
   78,411.00       2
   27,360.00       2
   99,840.00       2
   70,004.00       2
   40,896.00       2
   76,700.00       2
   14,800.00       2
   32,968.00       2
  176,000.00       2
  113,500.00       2
   52,656.00       2
   21,216.00       2
   58,560.00       2
   71,496.00       2
   70,008.00       2
  171,996.00       2
   91,800.00       2
  119,400.00       2
  182,496.00       2
   53,376.00       2
   19,632.00       2
   50,650.00       2
   27,852.00       2
   82,710.00       2
   65,700.00       2
   84,132.00       2
   53,796.00       2
   36,504.00       2
   28,416.00       2
   46,750.00       2
  218,000.00       2
   84,400.00       2
   94,600.00       2
   63,945.00       2
   61,600.00       2
   70,400.00       2
   50,052.00       2
   59,670.00       2
   39,700.00       2
   29,280.00       2
   39,216.00       2
  164,000.00       2
   75,689.00       2
   17,520.00       2
   45,840.00       2
   32,376.00       2
   41,676.00       2
   57,720.00       2
  119,496.00       2
   64,548.00       2
   26,568.00       2
   95,200.00       2
   76,404.00       2
  112,224.00       2
   27,096.00       2
  143,004.00       2
   29,124.00       2
   47,472.00       2
  193,000.00       2
   28,704.00       2
   78,700.00       2
   76,160.00       2
   76,320.00       2
   67,100.00       2
   66,948.00       2
   73,008.00       2
   28,200.00       2
   37,700.00       2
   38,100.00       2
   73,400.00       2
   30,156.00       2
   78,408.00       2
   70,446.20       2
   33,804.00       2
  720,000.00       2
   39,875.00       2
  178,000.00       2
   17,676.00       2
   27,200.00       2
   43,160.00       2
   63,900.00       2
   27,804.00       2
   53,664.00       2
  100,300.00       2
   63,700.00       2
   28,880.00       2
   70,356.00       2
   39,120.00       2
   83,954.00       2
   35,256.00       2
   45,444.00       2
   89,900.00       2
   33,198.00       1
   35,570.00       1
   58,570.72       1
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   28,140.00       1
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   21,456.00       1
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   28,685.00       1
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    5,500.00       1
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   53,520.00       1
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   23,396.63       1
   55,000.99       1
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   29,544.00       1
   43,929.60       1
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   66,100.00       1
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   33,078.00       1
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   28,128.00       1
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   53,616.00       1
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   16,572.00       1
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   66,300.00       1
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1,080,000.00       1
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    9,240.00       1
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   18,900.00       1
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   31,577.00       1
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  329,000.00       1
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   71,232.00       1
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   33,640.00       1
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   31,164.00       1
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  213,000.00       1
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    8,500.00       1
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    7,800.00       1
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   67,642.00       1
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   54,120.00       1
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   52,769.60       1
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   42,288.00       1
   43,932.00       1
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   60,140.00       1
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   57,016.44       1
   76,956.00       1
   21,324.00       1
   17,795.00       1
   45,176.00       1
   62,550.00       1
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   84,300.00       1
1,362,000.00       1
   46,968.00       1
   50,343.00       1
   53,160.00       1
   49,464.20       1
   58,977.00       1
   90,900.00       1
   63,052.00       1
   46,747.00       1
  168,600.00       1
   66,840.00       1
   13,740.00       1
   77,182.00       1
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    4,000.00       1
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    7,904.04       1
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   12,500.00       1
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   76,793.00       1
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   78,792.00       1
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   46,330.00       1
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   27,311.00       1
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   34,152.00       1
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  196,000.00       1
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   65,328.00       1
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1,176,000.00       1
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   27,336.00       1
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   84,240.00       1
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   14,573.00       1
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   46,272.00       1
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   34,296.00       1
   20,496.00       1
   68,480.00       1
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   62,910.00       1
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   76,365.00       1
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   25,279.67       1
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6,000,000.00       1
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    5,000.00       1
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   43,320.00       1
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1,440,000.00       1
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   36,156.00       1
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   29,640.00       1
   47,220.00       1
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1,250,000.00       1
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   59,650.00       1
2,039,784.00       1
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    8,412.00       1
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   26,458.00       1
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   47,712.00       1
   49,268.48       1
   31,008.00       1
   40,584.00       1
   46,858.08       1
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   40,581.00       1
   37,020.00       1
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   44,900.00       1
   26,085.36       1
   91,384.08       1
   17,040.00       1
   73,096.00       1
   37,692.00       1
   38,001.60       1
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   25,740.00       1
   55,792.00       1
  162,480.00       1
   81,744.00       1
  136,400.00       1
   32,993.73       1
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   38,568.00       1
   48,701.00       1
   36,895.02       1
   97,400.00       1
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    4,080.00       1
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   96,640.00       1
   19,176.00       1
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   51,150.00       1
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   40,518.00       1
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   66,352.00       1
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    4,888.00       1
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   11,808.00       1
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1,900,000.00       1
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    8,472.00       1
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   19,560.00       1
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   27,552.00       1
   86,095.00       1
   67,846.08       1
   22,600.00       1
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   33,004.00       1
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   27,700.00       1
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    8,004.00       1
   69,830.00       1
   26,100.00       1
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    9,192.00       1
1,782,000.00       1
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   27,396.00       1
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   36,684.00       1
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   60,156.00       1
   71,073.00       1
  273,000.00       1
   57,984.00       1
   21,864.00       1
   47,820.00       1
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    7,000.00       1
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   57,912.00       1
   50,674.40       1
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   24,432.00       1
   59,900.00       1
  106,358.00       1
   41,976.00       1
   35,482.20       1
   73,580.00       1
   61,365.00       1
  130,920.00       1
   78,424.06       1
   51,168.00       1
   65,458.00       1
   36,850.00       1
   89,610.00       1
   53,964.00       1
   89,440.00       1
   65,353.00       1
  146,760.00       1
   11,220.00       1
   45,324.00       1
   60,200.00       1
   44,875.00       1
   33,204.00       1
   62,690.88       1
   97,936.00       1
   42,400.00       1
  137,500.00       1
   65,304.00       1
   22,951.00       1
  114,107.00       1
   48,879.00       1
  105,946.00       1
   36,588.00       1
   48,980.00       1
  146,775.00       1
  105,997.00       1
   53,979.00       1
  266,000.00       1
   64,404.00       1
   66,400.00       1
   65,382.00       1
   28,944.00       1
   36,707.00       1
   89,796.00       1
   27,259.44       1
   89,772.00       1
   53,086.00       1
   48,989.00       1
   57,180.00       1
   10,140.00       1
   30,636.00       1
   58,239.96       1
   34,580.00       1
  120,602.40       1
   58,576.00       1
   73,660.00       1
   32,642.00       1
   57,886.00       1
   81,300.00       1
  130,008.00       1
   48,840.00       1
  118,500.00       1
   66,396.00       1
   48,888.00       1
  130,606.00       1
   73,171.00       1
   57,110.00       1
   32,198.40       1
   22,992.00       1
  122,406.00       1
   15,648.00       1
   67,320.00       1
   36,538.32       1
   73,125.00       1
   57,043.00       1
   48,852.00       1
  105,897.00       1
   61,160.00       1
   73,164.00       1
   65,253.00       1
  130,500.00       1
   57,057.00       1
   30,576.00       1
   18,287.00       1
   45,992.00       1
   81,380.00       1
   61,464.00       1
   61,147.00       1
   89,523.00       1
   49,344.00       1
  105,900.00       1
   22,708.00       1
   46,590.44       1
   41,303.00       1
   70,782.40       1
  191,000.00       1
   52,524.00       1
   89,058.00       1
   48,624.00       1
   74,326.08       1
   24,168.00       1
   72,660.00       1
   38,208.00       1
   33,924.00       1
   56,820.00       1
   39,580.80       1
3,900,000.00       1
  243,600.00       1
  101,424.00       1
   21,040.20       1
   49,788.00       1
  227,500.00       1
   37,648.00       1
   31,056.00       1
   73,716.00       1
   44,544.00       1
   73,163.68       1
   40,452.00       1
   52,526.00       1
   47,881.47       1
   52,739.00       1
   89,092.00       1
  234,600.00       1
   80,892.00       1
   95,496.00       1
   63,235.00       1
   44,908.00       1
  132,640.00       1
   50,784.00       1
  159,000.00       1
   97,296.00       1
   42,614.00       1
   20,245.00       1
   97,850.00       1
   90,065.00       1
   44,469.00       1
   89,122.00       1
   66,240.00       1
   20,232.00       1
   65,028.00       1
   90,792.00       1
   48,900.00       1
  125,600.00       1
   60,852.00       1
   54,288.00       1
   56,755.00       1
   48,562.00       1
   52,538.00       1
  258,000.00       1
  105,924.00       1
   30,422.50       1
   75,846.16       1
  105,508.00       1
   48,659.00       1
   22,292.00       1
   97,333.00       1
   72,780.00       1
  504,000.00       1
   56,868.00       1
   15,240.00       1
   80,952.00       1
   67,000.08       1
  113,400.00       1
  130,068.00       1
   51,160.00       1
   44,568.00       1
  616,000.00       1
   28,056.00       1
  121,900.00       1
   22,452.00       1
   72,744.00       1
   98,652.00       1
   48,645.00       1
   40,440.00       1
   24,166.00       1
   88,512.00       1
   52,596.00       1
   73,476.00       1
   44,928.00       1
   82,632.00       1
   53,117.00       1
   73,505.00       1
   89,849.00       1
  106,226.00       1
   30,096.00       1
   32,700.00       1
   60,380.00       1
   25,368.00       1
  203,000.00       1
   53,976.00       1
   45,896.00       1
   33,650.00       1
   98,056.00       1
   49,029.00       1
   67,068.42       1
   26,592.00       1
   36,840.00       1
   23,900.00       1
   28,968.00       1
  219,600.00       1
   79,601.60       1
   90,050.00       1
   98,736.00       1
   39,962.00       1
   49,812.00       1
   24,148.00       1
   76,340.00       1
   57,228.00       1
   27,880.00       1
   36,360.00       1
   30,660.00       1
   81,080.00       1
   46,585.00       1
   12,252.00       1
  102,368.00       1
   40,860.00       1
   53,140.00       1
   53,155.00       1
  149,000.00       1
   57,250.00       1
   48,300.00       1
   13,288.00       1
   44,959.00       1
   73,527.00       1
   53,102.00       1
   98,100.00       1
   46,002.00       1
   50,000.04       1
   45,999.96       1
  756,000.00       1
   81,708.00       1
   50,268.00       1
   57,253.00       1
   95,088.00       1
  106,320.00       1
   22,944.00       1
   32,712.00       1
  163,400.00       1
   74,496.00       1
   44,966.00       1
   30,680.00       1
  450,000.00       1
   65,454.00       1
   81,754.00       1
   54,908.00       1
   80,476.97       1
  163,500.00       1
   71,016.00       1
  130,900.00       1
   48,876.00       1
   20,280.00       1
   45,432.00       1
   89,650.00       1
   36,129.00       1
   51,654.36       1
   35,665.00       1
   60,240.00       1
   67,296.00       1
  104,085.00       1
  175,400.00       1
  104,080.00       1
   47,940.00       1
   55,640.00       1
  118,200.00       1
   60,225.00       1
   53,844.00       1
   49,150.80       1
   30,132.00       1
   21,624.00       1
   87,805.00       1
   36,628.80       1
  175,436.00       1
   30,123.00       1
   11,292.00       1
  120,510.00       1
   91,092.00       1
   95,950.00       1
   45,004.00       1
   79,560.00       1
   39,779.00       1
   51,684.36       1
   43,873.00       1
   74,276.80       1
   63,324.00       1
   89,204.40       1
   39,772.00       1
   32,268.00       1
   43,867.00       1
   16,992.00       1
   79,536.00       1
   24,216.00       1
   73,174.40       1
   54,196.00       1
   17,946.00       1
   62,046.00       1
   69,654.78       1
   84,456.00       1
   79,577.00       1
   23,800.00       1
   94,568.00       1
   41,860.00       1
   32,678.40       1
  112,732.00       1
   26,448.00       1
   55,555.00       1
  120,948.00       1
   79,985.00       1
   14,040.00       1
   44,088.00       1
   39,990.00       1
  241,875.00       1
   28,089.00       1
   10,636.00       1
  112,404.00       1
   46,713.00       1
  140,341.44       1
   47,818.68       1
   79,631.00       1
   38,604.00       1
   52,100.00       1
  120,579.00       1
   79,618.00       1
   73,063.56       1
   14,676.00       1
   42,096.00       1
   28,776.00       1
   47,998.00       1
  119,604.00       1
   82,531.80       1
  112,976.00       1
  108,396.00       1
   32,244.00       1
   64,400.00       1
   80,584.56       1
   48,048.00       1
   97,344.00       1
   64,424.00       1
   71,499.00       1
   60,324.00       1
   46,140.00       1
  112,455.00       1
   68,231.21       1
  112,445.00       1
   57,068.00       1
   96,060.00       1
   27,376.00       1
  112,440.00       1
  130,208.00       1
   43,656.00       1
   95,680.00       1
   52,116.00       1
   89,700.00       1
   79,701.00       1
  127,992.00       1
   81,840.00       1
   72,252.00       1
  105,018.00       1
   56,604.00       1
  121,392.00       1
   88,620.00       1
   63,336.00       1
  430,000.00       1
   59,880.00       1
   87,895.00       1
   71,880.00       1
   80,070.00       1
   28,224.00       1
   31,215.96       1
   43,949.00       1
   14,088.00       1
   16,107.00       1
   71,600.00       1
   49,441.60       1
   11,389.00       1
   60,353.00       1
  114,800.00       1
   52,164.00       1
   39,862.00       1
   55,605.00       1
  159,500.00       1
   61,838.40       1
   64,450.00       1
   98,518.00       1
    9,732.00       1
   56,256.00       1
  572,400.00       1
   46,704.00       1
   39,870.00       1
   56,253.00       1
   80,748.00       1
   17,688.00       1
   59,363.00       1
   15,090.00       1
   46,116.00       1
   48,074.00       1
   64,402.00       1
   53,292.00       1
  102,200.00       1
   15,085.00       1
   47,232.00       1
  143,123.00       1
  408,000.00       1
   60,372.00       1
  112,548.00       1
  138,600.00       1
   51,541.36       1
   52,176.00       1
   79,768.00       1
   44,412.00       1
  143,150.00       1
  370,000.00       1
   96,800.00       1
   53,060.00       1
  126,600.00       1
  112,678.00       1
   88,100.00       1
   45,888.00       1
   56,448.00       1
   30,216.00       1
   71,711.00       1
   79,900.00       1
   39,948.00       1
  117,400.00       1
   27,340.00       1
   79,894.00       1
   56,330.00       1
   77,300.00       1
   65,088.00       1
   88,080.00       1
   48,135.00       1
  120,640.00       1
   44,054.00       1
   48,132.00       1
   71,599.00       1
  176,004.00       1
   29,568.00       1
   41,412.00       1
   26,650.00       1
   71,604.00       1
   51,094.00       1
   24,044.00       1
   53,304.00       1
  112,689.00       1
   79,872.00       1
   88,066.00       1
   96,260.00       1
   39,240.00       1
   39,504.00       1
   93,400.00       1
   88,115.00       1
   34,480.00       1
  143,375.00       1
   52,273.00       1
  106,050.00       1
   53,052.00       1
   42,016.00       1
   36,648.00       1
   95,327.44       1
   38,295.60       1
   40,740.00       1
  358,680.00       1
   56,655.00       1
   40,752.00       1
   93,156.00       1
   45,312.00       1
  114,237.00       1
  195,700.00       1
   37,344.00       1
  172,500.00       1
   73,350.00       1
   44,724.00       1
   30,400.00       1
   44,390.00       1
   65,340.00       1
   50,280.00       1
   44,420.00       1
   52,968.00       1
   63,175.25       1
   46,576.00       1
   30,188.40       1
   22,356.00       1
   56,628.00       1
   89,697.00       1
  179,434.00       1
   65,338.00       1
  195,800.00       1
   81,510.00       1
   61,250.00       1
  158,400.00       1
   61,234.00       1
  112,580.00       1
  120,775.00       1
   59,355.96       1
   38,052.00       1
   44,094.00       1
  112,557.00       1
  208,000.00       1
   48,226.00       1
   71,874.00       1
   37,506.48       1
   77,268.70       1
   73,558.00       1
   71,738.00       1
  242,004.00       1
   35,088.00       1
   80,038.00       1
  120,996.00       1
  104,606.00       1
   77,280.00       1
   52,302.00       1
   79,995.00       1
  143,485.00       1
   79,820.00       1
   39,975.00       1
   97,992.00       1
   79,968.00       1
   83,768.00       1
   31,992.00       1
   73,358.28       1
   19,250.00       1
   96,339.00       1
  104,525.00       1
   44,828.00       1
   87,350.00       1
   88,140.00       1
   64,488.00       1
   31,543.20       1
   30,225.00       1
   52,256.00       1
   54,383.42       1
   72,700.00       1
   52,300.00       1
   93,240.00       1
   26,208.00       1
  385,000.00       1
   88,055.00       1
   56,312.00       1
   55,260.00       1
  129,005.00       1
   24,856.00       1
   92,052.00       1
   20,928.00       1
  110,496.00       1
   12,540.00       1
   56,300.00       1
   42,108.00       1
   39,915.00       1
   49,716.00       1
   30,892.80       1
   88,020.00       1
   35,392.32       1
   47,244.00       1
   45,450.00       1
   68,947.20       1
   44,106.00       1
   40,008.00       1
  135,600.00       1
   49,272.00       1
   64,583.00       1
   71,820.00       1
   60,350.00       1
   43,212.00       1
  101,300.00       1
   18,576.00       1
   59,196.00       1
  112,774.00       1
   60,495.00       1
   48,156.00       1
  209,004.00       1
   27,456.00       1
Name: annual_inc, dtype: int64
In [51]:
loan['annual_inc'].describe()
Out[51]:
count              37,422.00
mean               67,102.59
std                62,947.23
min                 4,000.00
25%                40,000.00
50%                57,009.40
75%                80,000.00
max             6,000,000.00
Name: annual_inc, dtype: float64
In [52]:
plt.figure(figsize=(5, 4))
sns.boxplot(loan['annual_inc'])
plt.show()
In [53]:
#'''

#Outlier Treatment

Q1 = loan['annual_inc'].quantile(0.25)
Q3 = loan['annual_inc'].quantile(0.75)
IQR = Q3 - Q1

print('IQR => ' + str(IQR))

fence_low  = Q1-1.5*IQR
print('fence_low => ' + str(fence_low))

fence_high = Q3+1.5*IQR
print('fence_high => ' + str(fence_high))

if fence_high > fence_low:
    loan = loan.loc[(loan['annual_inc'] > fence_low) & (loan['annual_inc'] < fence_high)]

#'''
IQR => 40000.0
fence_low => -20000.0
fence_high => 140000.0
In [54]:
plt.figure(figsize=(5, 4))
sns.boxplot(loan['annual_inc'])
plt.show()
In [55]:
loan['annual_inc'].describe()
Out[55]:
count              35,619.00
mean               59,752.71
std                26,948.50
min                 4,000.00
25%                40,000.00
50%                55,000.00
75%                75,000.00
max               139,992.00
Name: annual_inc, dtype: float64

open_acc

In [56]:
print('\nNumber of unique values => ' + str(len(loan['open_acc'].unique())))
print('\n###############')
print('\nUnique values are => \n\n' + str(pd.Series(loan['open_acc'].unique()).sort_values(ascending=True)))
print('\n###############')
print('\nFrequency distribution of unique values => \n\n'+ str(loan['open_acc'].value_counts(dropna=False).sort_values(ascending = False)))
Number of unique values => 40

###############

Unique values are => 

1      2
0      3
5      4
14     5
11     6
4      7
10     8
3      9
2     10
6     11
8     12
15    13
7     14
12    15
16    16
13    17
19    18
20    19
9     20
18    21
23    22
25    23
24    24
22    25
26    26
29    27
28    28
31    29
17    30
32    31
27    32
30    33
21    34
36    35
34    36
35    38
33    39
38    41
39    42
37    44
dtype: int64

###############

Frequency distribution of unique values => 

7     3681
6     3649
8     3571
9     3341
5     2983
10    2819
11    2407
4     2214
12    1983
13    1651
3     1424
14    1272
15    1005
16     781
17     615
2      578
18     447
19     325
20     241
21     209
22     125
23      79
24      62
25      49
26      25
28      20
27      18
30      10
29       8
31       6
34       5
35       3
33       3
32       3
36       2
39       1
41       1
42       1
38       1
44       1
Name: open_acc, dtype: int64
In [57]:
plt.figure(figsize=(10, 8))
sns.countplot(x=loan['open_acc'], data=loan)
plt.show()
In [58]:
plt.figure(figsize=(10, 8))
sns.distplot(loan['open_acc'], hist=False, rug=True)
plt.show()

pub_rec

In [59]:
print('\nNumber of unique values => ' + str(len(loan['pub_rec'].unique())))
print('\n###############')
print('\nUnique values are => \n\n' + str(pd.Series(loan['pub_rec'].unique()).sort_values(ascending=True)))
print('\n###############')
print('\nFrequency distribution of unique values => \n\n'+ str(loan['pub_rec'].value_counts(dropna=False).sort_values(ascending = False)))
Number of unique values => 5

###############

Unique values are => 

0    0
1    1
2    2
3    3
4    4
dtype: int64

###############

Frequency distribution of unique values => 

0    33637
1     1928
2       46
3        6
4        2
Name: pub_rec, dtype: int64
In [60]:
sns.countplot(x=loan['pub_rec'], data=loan)
plt.show()

revol_bal

In [61]:
print('\nNumber of unique values => ' + str(len(loan['revol_bal'].unique())))
print('\n###############')
print('\nUnique values are => \n\n' + str(pd.Series(loan['revol_bal'].unique()).sort_values(ascending=True)))
print('\n###############')
print('\nFrequency distribution of unique values => \n\n'+ str(loan['revol_bal'].value_counts(dropna=False).sort_values(ascending = False)))
Number of unique values => 19677

###############

Unique values are => 

17            0
3887          1
3823          2
2496          3
10878         4
13213         5
2660          6
3370          7
446           8
7809          9
6854         10
5200         11
8934         12
3209         13
6634         14
5629         15
1074         16
11749        17
8903         18
5493         19
9627         20
3164         21
7670         23
8324         24
995          25
7529         26
7063         27
16563        28
9362         29
3827         30
12761        31
10657        32
2469         33
9701         34
17380        35
15994        36
5689         37
19323        38
3916         39
5081         40
3032         41
9882         42
5776         43
9611         44
12345        45
18347        47
6834         48
18239        49
2820         50
4182         51
4589         52
5954         53
4120         54
9457         55
13229        56
13482        57
8813         58
4041         59
14229        60
7314         61
441          62
6899         63
9518         64
9052         65
5829         66
15088        67
118          68
14342        69
18166        70
4798         71
4731         72
3384         73
12229        74
16201        75
4978         77
5064         78
4806         79
14164        80
15196        81
18021        82
4769         83
9561         84
9577         85
17303        86
18620        87
11978        88
5998         89
5142         90
10421        91
14421        92
3803         93
6944         94
4811         95
8776         96
3118         97
5218         98
5976         99
1626        100
4420        102
12770       103
11451       104
19653       105
2317        106
9363        107
3678        108
4981        109
7964        110
10656       111
4354        112
2607        113
18895       114
2881        115
16244       116
12392       117
6339        118
8292        119
6348        120
19530       122
6279        123
16543       124
9485        125
10070       126
6795        127
4972        129
8164        130
14721       131
3698        132
15949       133
18318       135
6824        136
15566       137
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2778       1558
9283       1559
10923      1560
16764      1561
16578      1562
15564      1563
14046      1565
14248      1566
5375       1567
17040      1568
16494      1569
16062      1570
15858      1571
7949       1572
13381      1573
7702       1574
6923       1575
19663      1576
6787       1577
17178      1578
9632       1579
17421      1580
4932       1581
1132       1582
3747       1583
10870      1584
13606      1585
13414      1586
13603      1587
14652      1589
3849       1591
10308      1592
353        1593
7006       1594
12485      1595
11309      1596
6652       1597
3347       1598
7128       1599
7840       1600
15424      1601
9145       1602
2555       1603
6372       1604
12760      1605
15102      1607
7496       1608
6619       1609
18648      1610
15258      1611
5105       1612
7480       1614
73         1616
9251       1617
5060       1618
3647       1619
7879       1620
2606       1621
14817      1622
1055       1623
8468       1624
1265       1625
8006       1626
5418       1627
8840       1628
16333      1629
8009       1630
19175      1631
16177      1634
8090       1635
9351       1636
2691       1637
6762       1638
11793      1639
11027      1640
14089      1641
6921       1642
3287       1643
11108      1644
6710       1645
8701       1646
3561       1647
17486      1649
11014      1650
6188       1651
5875       1652
10824      1653
3469       1656
8597       1657
10115      1658
13709      1659
13821      1660
19318      1661
9394       1663
12400      1664
7905       1665
11899      1667
14871      1668
5491       1669
2108       1670
7484       1671
13854      1672
4539       1673
10401      1674
2036       1675
15104      1676
13529      1677
2748       1678
12897      1679
12050      1680
13095      1681
11040      1682
5708       1683
9869       1684
18844      1685
8918       1686
1          1687
11052      1688
5096       1690
7308       1691
10493      1692
11440      1693
6603       1694
10521      1695
5078       1696
2639       1697
9786       1698
7966       1699
11402      1700
7701       1701
16085      1702
10991      1704
19410      1705
10914      1707
15273      1708
15044      1709
5482       1710
8168       1711
4555       1713
4176       1714
15149      1715
18772      1716
13252      1717
1170       1718
8367       1719
7347       1720
6726       1721
9533       1722
3658       1724
18353      1725
2876       1726
19484      1727
13458      1728
15845      1729
17231      1730
12579      1731
15601      1732
9765       1733
15926      1734
2503       1737
18504      1738
3438       1739
13006      1740
9032       1741
6912       1742
1350       1744
7672       1745
11163      1747
14416      1748
1955       1749
2986       1750
7147       1751
13020      1753
10239      1755
9152       1756
5504       1757
16440      1758
2896       1759
7270       1760
8498       1761
10994      1762
7371       1763
11116      1764
11471      1765
6054       1766
15185      1767
16014      1769
5393       1770
7325       1771
17686      1772
10853      1773
7636       1774
2699       1775
5616       1776
8927       1777
10214      1778
251        1779
6825       1780
17566      1781
8545       1783
18716      1786
6250       1787
14911      1788
16773      1789
11746      1790
252        1792
14146      1793
16532      1794
8335       1795
1563       1796
15653      1797
14311      1799
8650       1800
8514       1801
6552       1802
11270      1803
9048       1805
8673       1806
6420       1807
8807       1808
12453      1809
14368      1810
13049      1811
5295       1812
4701       1813
11278      1814
2887       1815
13996      1816
4050       1817
19277      1818
10658      1819
10831      1820
1087       1821
11584      1822
7995       1823
4738       1824
2452       1825
9484       1826
5858       1827
16082      1828
6851       1829
9109       1831
10545      1832
15958      1833
19556      1834
8430       1836
7333       1837
6119       1838
4460       1839
8352       1840
4748       1841
17866      1842
4943       1843
5307       1844
11781      1845
12133      1847
1921       1848
14838      1849
2661       1850
4300       1851
11884      1852
14980      1853
1716       1854
8735       1855
14747      1856
13176      1857
3997       1858
18889      1859
4722       1860
15694      1861
11989      1862
6875       1863
8119       1864
5029       1865
5664       1866
17858      1867
15550      1868
8667       1869
8919       1870
7491       1871
7492       1873
18266      1874
6791       1875
10818      1876
15217      1877
11275      1878
10497      1879
11808      1880
15076      1881
16619      1882
9223       1883
445        1884
16190      1885
6871       1886
6569       1887
7627       1888
16996      1889
6337       1890
8254       1891
14314      1892
13178      1893
4657       1894
8779       1895
8548       1896
3422       1897
4285       1898
13470      1899
5510       1900
14778      1901
4474       1902
7727       1903
3295       1904
15562      1905
13194      1906
12928      1908
16198      1909
7741       1910
6970       1911
7929       1912
5624       1913
2423       1914
4349       1916
15848      1917
1185       1918
11240      1919
17540      1920
2834       1921
7441       1922
2355       1923
8506       1924
19002      1925
3235       1926
8511       1927
6399       1928
4594       1929
3262       1930
8120       1931
17325      1932
11572      1934
499        1935
9275       1936
2770       1937
10065      1938
7554       1939
5803       1940
15399      1941
5003       1942
7396       1943
7732       1944
4290       1945
3159       1946
9439       1947
12949      1948
19352      1949
12130      1950
8761       1951
11678      1952
14737      1953
14749      1954
11432      1955
6461       1956
16121      1957
15396      1958
6351       1959
7407       1960
3906       1961
7852       1962
4059       1963
10774      1965
4291       1966
12607      1967
3838       1968
9537       1969
10107      1970
2231       1971
16140      1974
6911       1976
11598      1977
10661      1978
15738      1979
5098       1980
7330       1981
7017       1982
4578       1983
6094       1984
12337      1985
12275      1986
6637       1987
5698       1988
7108       1989
3344       1990
8663       1991
10789      1992
14850      1994
3499       1995
8046       1996
2455       1998
10953      1999
16016      2000
14186      2001
10618      2002
10492      2003
6633       2004
8166       2005
13076      2006
3556       2007
16517      2008
5234       2009
17800      2010
3547       2011
13219      2012
4927       2013
5101       2014
18521      2015
246        2016
2693       2018
16582      2019
8824       2020
1212       2021
7751       2023
18740      2025
2707       2026
5780       2027
3071       2028
7033       2029
14474      2030
9126       2031
17546      2032
4156       2033
4671       2034
4122       2035
14906      2036
842        2037
2782       2038
5454       2039
19667      2040
1964       2041
7094       2042
4833       2044
11837      2045
14972      2046
16593      2047
7244       2049
17025      2050
9559       2051
11807      2052
15671      2053
5524       2054
13032      2055
19442      2056
6958       2057
367        2058
10312      2060
14101      2061
2663       2062
17673      2063
3824       2064
9575       2065
15610      2067
11662      2068
10110      2069
18069      2070
6263       2071
7384       2072
3984       2073
5103       2074
2614       2076
5370       2077
13501      2078
17573      2079
1673       2080
4357       2081
4601       2082
7473       2083
15966      2084
14462      2085
3143       2086
17690      2087
5290       2088
9060       2090
6900       2091
10693      2092
1177       2093
2105       2094
8570       2095
1746       2096
5381       2097
3165       2098
6296       2099
12224      2101
1640       2102
10613      2103
1040       2104
3584       2105
11397      2106
16927      2107
12638      2108
16544      2109
6219       2110
5714       2111
2487       2113
15087      2114
15492      2115
3942       2116
7792       2117
11279      2118
7787       2119
6955       2120
4073       2121
13199      2122
17760      2123
501        2124
5267       2125
10740      2126
9900       2127
2988       2128
7481       2129
5980       2130
7603       2131
5568       2132
7833       2133
13057      2134
17889      2135
7418       2136
6694       2137
17883      2138
9267       2139
12343      2140
11328      2141
1199       2142
6266       2143
5414       2144
10876      2145
9806       2146
17752      2148
9748       2149
14048      2151
4352       2152
2827       2153
3826       2154
9824       2155
12441      2156
5486       2157
6537       2158
13402      2159
8416       2160
16745      2161
9378       2162
17014      2163
14441      2165
554        2166
1337       2167
12548      2169
4153       2170
264        2171
2383       2173
11783      2174
5014       2175
17152      2176
12335      2177
9436       2178
9622       2179
12762      2180
13189      2181
13565      2182
3772       2183
3581       2184
8782       2185
2032       2186
1560       2187
1387       2188
278        2189
8474       2190
5603       2191
348        2192
2863       2193
8332       2194
1012       2195
13137      2196
3606       2197
9347       2198
3127       2199
9735       2200
12867      2201
2850       2202
3797       2203
9768       2204
1251       2205
16818      2206
5758       2207
9586       2208
15292      2209
13046      2210
3527       2211
2573       2212
3579       2214
12357      2215
12509      2216
443        2217
12790      2218
41         2219
6316       2220
19180      2221
30         2224
10260      2225
8526       2226
3564       2227
3619       2228
13386      2229
11612      2230
11539      2231
4867       2232
9826       2233
3358       2234
10692      2235
2846       2237
343        2238
9710       2239
3278       2240
2431       2241
9923       2242
13576      2243
3711       2244
3190       2245
17113      2246
9890       2247
11622      2248
17027      2249
4530       2251
8715       2252
11248      2255
6502       2256
10416      2257
7543       2258
8972       2259
6889       2260
2564       2261
1346       2262
3632       2263
3625       2265
10153      2267
1383       2269
19108      2270
7834       2271
7902       2272
5820       2274
11769      2275
1547       2276
6194       2277
14970      2278
4690       2279
14559      2280
15341      2281
1198       2282
3998       2283
9510       2284
2217       2285
17827      2287
4372       2288
11778      2289
13499      2290
11661      2291
9327       2292
16992      2293
4868       2294
14594      2295
3729       2296
1592       2297
12269      2298
2595       2299
8038       2300
15640      2301
2590       2302
13333      2303
2727       2304
10146      2305
10544      2306
7939       2307
18108      2308
1900       2309
3987       2310
6445       2311
6629       2312
2086       2313
8885       2314
9507       2315
2462       2316
7651       2317
15376      2318
5641       2319
4204       2320
1625       2321
10294      2322
11866      2323
11141      2324
7411       2325
10321      2326
3187       2327
6635       2329
11347      2330
6035       2331
3067       2333
6617       2334
3220       2335
11903      2336
9330       2337
3396       2338
14695      2339
17182      2340
2506       2341
4889       2342
6353       2343
10741      2344
6555       2345
15368      2346
11410      2347
164        2348
1410       2349
5164       2350
18212      2351
15017      2352
19586      2353
2857       2354
9834       2355
1152       2357
10906      2358
13933      2359
16065      2360
1441       2361
15638      2362
3541       2363
16403      2365
7495       2366
16250      2367
5608       2368
3519       2369
11465      2370
3251       2371
623        2372
2363       2373
3277       2374
9106       2375
4453       2376
13685      2377
2826       2378
17671      2379
11585      2380
10409      2381
2633       2382
13714      2383
12913      2384
9803       2385
7553       2386
4063       2387
7509       2388
9902       2389
15556      2390
2681       2391
1122       2392
16993      2393
16803      2394
9529       2395
7599       2396
3641       2397
4026       2398
4472       2399
11691      2400
8513       2401
8299       2402
3936       2403
6133       2404
7621       2405
7334       2406
12516      2407
3218       2408
11852      2409
12483      2410
2335       2411
18734      2413
4319       2414
6159       2415
7203       2416
1006       2417
11864      2418
7145       2419
13844      2420
3449       2421
1100       2422
7761       2423
8106       2424
18107      2425
4313       2426
1915       2427
16721      2428
122        2429
9491       2430
3037       2432
10377      2433
6378       2434
3399       2435
4850       2436
8227       2437
14789      2438
4540       2439
249        2440
3597       2441
6294       2442
13614      2443
8626       2444
3322       2445
13512      2446
14800      2447
10487      2448
7304       2449
4815       2451
10744      2452
16001      2453
5737       2454
3201       2455
6432       2456
4138       2457
17721      2458
4448       2459
9321       2460
6566       2461
692        2462
146        2463
13310      2464
7984       2466
9100       2467
7292       2468
15148      2469
4924       2470
18706      2471
15642      2472
16975      2474
14381      2475
971        2476
18067      2477
5800       2479
6239       2480
8489       2481
7419       2482
17110      2483
10935      2484
4581       2485
6301       2486
11207      2487
13723      2488
18012      2489
7238       2490
2735       2491
17190      2493
6665       2494
5949       2495
624        2496
4514       2497
2232       2498
16878      2499
8042       2500
5784       2502
2349       2503
4115       2504
15019      2505
5842       2506
8178       2507
13549      2508
6815       2509
379        2510
14461      2511
8014       2512
6971       2513
16936      2514
9414       2515
865        2516
4613       2517
6608       2518
18016      2520
18763      2521
17433      2522
18359      2523
1052       2524
3474       2525
17314      2526
2831       2527
4758       2528
1155       2529
17789      2530
16983      2532
18770      2533
8099       2534
33         2535
15765      2536
5827       2537
16911      2538
4587       2539
4527       2540
17756      2541
16847      2542
8043       2543
14142      2545
2597       2546
2855       2547
19044      2548
5449       2549
9610       2550
9429       2551
6113       2552
15225      2553
15201      2554
16316      2555
1566       2556
5263       2557
10630      2559
4072       2560
12993      2561
1397       2562
14580      2563
18204      2564
3912       2565
8614       2566
4875       2569
13164      2571
18596      2572
198        2573
4117       2574
2768       2575
2562       2576
12353      2577
17227      2578
16905      2579
14790      2580
7272       2581
11501      2583
5716       2584
6435       2587
9544       2589
12587      2591
7847       2592
16538      2593
1247       2594
16500      2595
18121      2596
16493      2597
10145      2598
2070       2599
9139       2600
16653      2601
11796      2602
3475       2603
14175      2604
14448      2605
13390      2606
13873      2607
12648      2609
17817      2610
2089       2611
1782       2612
8210       2613
7695       2614
8527       2615
11513      2616
3345       2617
10713      2618
8408       2619
17094      2621
1713       2623
5833       2624
15267      2625
18498      2626
13636      2627
12083      2628
7639       2629
3790       2630
4883       2632
5946       2633
3973       2634
10748      2635
10332      2637
17373      2638
4928       2639
6215       2640
6248       2641
1714       2642
9325       2644
14158      2645
9156       2646
1323       2647
6499       2648
5839       2650
13141      2651
9657       2652
17200      2653
17927      2654
4303       2655
10413      2656
9432       2657
12982      2659
7604       2660
3200       2662
5471       2663
7328       2664
19614      2666
5450       2667
210        2668
12249      2669
8436       2670
5633       2671
9128       2672
5294       2674
12081      2675
3945       2676
1587       2677
13399      2678
7642       2679
15830      2681
9065       2682
7912       2683
14909      2684
10799      2685
13319      2686
9677       2687
15178      2688
1334       2689
8484       2690
5479       2691
19432      2692
10763      2694
11829      2695
5323       2696
8546       2697
3273       2698
10257      2699
1947       2700
10585      2701
16926      2702
7700       2704
8917       2705
15802      2706
16503      2707
8490       2708
3730       2709
15690      2710
16757      2711
10887      2712
4814       2713
13050      2716
11265      2717
6576       2718
15454      2719
18755      2722
12879      2723
8938       2724
9381       2725
11787      2727
3095       2728
4158       2729
1872       2730
9479       2731
11003      2732
4607       2733
12273      2735
17071      2736
6310       2737
3817       2738
2897       2739
2929       2740
9985       2741
8361       2742
11775      2743
7346       2744
68         2745
10888      2746
1479       2748
12195      2750
237        2751
14832      2752
14309      2753
7024       2754
2675       2755
9988       2756
6959       2757
3397       2758
12542      2759
10371      2760
10526      2761
17916      2763
10896      2764
15682      2765
6184       2766
3351       2769
18998      2770
17536      2771
10156      2772
19541      2773
17417      2775
10873      2776
8033       2777
3755       2778
573        2780
5612       2781
2416       2782
12784      2783
8288       2786
2628       2787
13100      2788
8238       2790
3364       2791
13435      2792
7162       2793
7745       2794
248        2795
3957       2796
4750       2797
633        2798
3162       2799
3453       2800
4881       2801
3124       2802
7431       2804
5890       2805
2463       2806
10402      2807
12816      2808
12181      2809
13995      2810
13485      2811
2717       2812
1565       2813
13047      2814
17524      2815
2533       2816
13380      2817
16284      2818
4523       2819
4803       2820
13551      2821
12778      2822
8966       2823
11848      2824
7875       2826
2592       2827
6981       2828
5315       2829
923        2830
6369       2831
7550       2832
6471       2833
5011       2834
16162      2835
6691       2839
9927       2840
13944      2842
4585       2843
879        2844
6022       2845
15728      2846
412        2847
6903       2848
11382      2849
19661      2850
12213      2853
1840       2854
5341       2855
7749       2856
11683      2857
9778       2858
2985       2860
7652       2862
8630       2863
9672       2864
2917       2865
16795      2866
2815       2867
16452      2868
9596       2869
6669       2870
5499       2871
7699       2872
12346      2874
1977       2875
4661       2876
10650      2877
7866       2878
2315       2880
2346       2881
3708       2883
14378      2884
1139       2885
2940       2886
3259       2887
5235       2888
13881      2889
9690       2890
12526      2892
5759       2893
4810       2894
13340      2895
36         2896
18923      2897
8501       2898
11008      2899
6526       2900
8786       2901
527        2902
7669       2903
8450       2904
6416       2905
9947       2906
3319       2907
11737      2908
10474      2909
17709      2910
4525       2911
1607       2913
2732       2914
13643      2915
15546      2916
7009       2917
11642      2918
15813      2919
10849      2920
10177      2921
13605      2922
1956       2923
8144       2924
1634       2925
11150      2926
6712       2927
2657       2929
3268       2930
5210       2931
3377       2932
11242      2933
9929       2934
2242       2935
316        2936
5525       2937
10610      2938
4544       2940
18962      2941
10426      2942
12604      2943
9666       2944
16111      2945
12220      2946
3920       2947
10000      2948
8815       2949
12991      2950
11002      2951
3617       2952
18732      2953
14841      2955
2          2956
16175      2957
9919       2958
5630       2959
5244       2960
10940      2961
12870      2962
2627       2963
4403       2964
3316       2965
13103      2967
10045      2969
10889      2970
13059      2971
14218      2972
11329      2974
2364       2976
2737       2977
18144      2978
1288       2979
17079      2980
13722      2981
128        2982
2625       2983
16237      2984
14281      2985
10866      2987
9288       2988
11847      2989
4206       2990
13707      2991
2515       2992
4506       2993
11506      2994
10920      2995
17045      2996
15529      2997
3923       2998
8550       2999
13268      3000
3628       3001
18751      3002
2357       3004
11897      3005
17493      3006
1428       3007
7079       3008
3516       3009
7395       3010
15061      3011
13187      3012
2728       3013
12002      3014
19236      3015
14284      3016
1189       3017
16731      3018
614        3019
7886       3020
13866      3021
10042      3022
9523       3023
4766       3024
3050       3026
15778      3028
10835      3029
15423      3031
14292      3032
1466       3033
2058       3035
5177       3036
9969       3037
13143      3038
10111      3039
3494       3040
7373       3041
3019       3042
16643      3043
6468       3044
18371      3045
16768      3046
16531      3047
14446      3048
681        3049
19507      3050
5314       3052
4480       3053
11516      3054
3038       3055
13181      3056
7871       3057
8473       3058
9297       3059
10441      3060
16991      3062
7857       3063
7357       3064
14648      3065
17958      3066
14358      3067
13134      3068
10460      3069
1780       3071
4570       3072
16406      3074
11806      3075
4777       3077
5844       3078
13783      3079
3194       3080
11474      3082
6928       3083
2895       3084
4439       3085
13218      3086
13616      3087
3697       3088
3535       3089
5174       3090
90         3092
10652      3094
6083       3095
764        3096
15336      3097
6297       3098
4253       3099
7640       3100
3241       3102
7119       3103
8327       3104
16775      3105
4251       3106
2459       3107
1542       3108
13334      3109
4326       3110
13648      3111
7810       3114
2453       3115
10681      3117
9720       3118
17082      3119
4893       3120
7534       3121
8894       3122
10457      3123
17674      3125
9950       3126
8142       3127
11523      3128
3018       3130
5566       3131
7393       3132
13243      3133
1774       3134
6651       3135
12965      3136
6817       3139
17114      3140
6656       3141
17412      3142
12947      3143
1273       3144
7360       3145
15831      3146
5051       3147
15318      3148
6561       3149
3044       3150
10467      3151
8697       3152
17222      3153
7242       3154
13212      3155
14476      3156
14480      3157
12412      3159
6001       3160
16649      3162
11773      3163
8642       3164
2767       3165
5092       3166
6149       3167
6178       3168
14103      3170
1600       3171
1854       3172
11349      3173
1630       3174
18737      3176
5397       3177
7191       3178
1732       3179
8155       3181
9062       3182
1147       3183
17262      3184
18616      3185
13087      3187
5285       3188
15555      3189
6749       3190
4098       3191
17952      3192
5537       3193
4200       3194
3921       3195
5214       3196
7539       3197
4398       3198
12190      3199
2918       3200
12168      3201
6693       3202
12909      3203
5677       3204
3132       3205
10251      3206
2664       3207
9031       3208
6584       3209
6860       3210
19337      3211
9358       3212
4684       3213
3495       3214
1552       3216
11338      3218
896        3219
5438       3221
5792       3222
7211       3223
9302       3224
7444       3225
4224       3226
7607       3228
2890       3229
9558       3230
8706       3231
7555       3232
3715       3233
2429       3234
11993      3235
11907      3236
9743       3237
1111       3238
7400       3239
7058       3240
6221       3243
11667      3244
8058       3245
2560       3246
2342       3247
17424      3248
3223       3249
9229       3250
9191       3251
6137       3252
3789       3253
8803       3254
5148       3255
15839      3256
15205      3257
10256      3258
6185       3259
1699       3260
11905      3262
6850       3263
8599       3264
524        3265
11225      3266
15174      3267
2854       3268
5388       3269
3352       3270
1629       3271
1209       3272
13183      3273
12147      3274
17549      3275
13478      3276
11768      3278
4599       3279
11456      3280
5591       3281
10172      3282
5179       3283
14912      3284
7752       3285
10336      3287
2966       3288
3170       3289
1030       3290
18221      3292
6357       3293
17599      3294
9493       3295
16341      3296
6977       3297
13793      3298
9641       3299
3736       3300
5544       3301
4637       3302
7954       3303
6129       3304
472        3305
7722       3306
12003      3307
12538      3308
16602      3309
14564      3311
3327       3312
13655      3313
4312       3314
12322      3315
17924      3316
8606       3317
7582       3318
13017      3320
6686       3321
7625       3322
17932      3323
14431      3324
4203       3325
19583      3326
17965      3327
10742      3329
5356       3330
15251      3331
19478      3332
8079       3333
18176      3334
9352       3335
9619       3336
15338      3337
15804      3338
13868      3339
3135       3340
11306      3341
489        3343
1058       3344
10076      3345
8522       3346
11786      3347
4878       3348
7649       3349
12469      3350
5923       3351
15607      3352
9443       3353
1338       3354
10939      3355
1280       3356
9374       3357
15823      3358
3779       3360
9633       3361
9461       3362
10566      3363
4099       3364
5223       3365
3707       3366
7801       3367
15143      3368
15070      3369
9131       3370
8156       3371
11039      3372
6423       3373
17346      3374
3152       3375
1994       3376
4584       3377
40         3378
6419       3379
7000       3380
11325      3381
1308       3382
7873       3384
2446       3385
8221       3387
7712       3388
7299       3389
12517      3390
18515      3391
6291       3392
14354      3393
11015      3394
1131       3395
6545       3396
5918       3397
15359      3398
9775       3400
16648      3401
7051       3402
4792       3403
1490       3404
3757       3405
1727       3406
12709      3407
1830       3408
13570      3409
14080      3410
1747       3411
1223       3412
505        3413
5056       3414
3888       3415
5534       3416
6006       3417
712        3418
82         3419
12336      3420
14859      3421
10264      3422
14055      3423
331        3424
5936       3425
1886       3426
6759       3427
9046       3428
2521       3429
17813      3430
2075       3431
8300       3432
5248       3433
11901      3434
8456       3435
10041      3436
4719       3437
16202      3438
6719       3440
2557       3441
6607       3443
8857       3444
14770      3445
14321      3446
465        3447
10403      3448
14632      3449
14658      3450
19582      3451
2631       3452
9169       3455
14312      3457
10952      3458
17731      3459
9081       3460
4321       3461
11387      3462
16380      3463
10473      3466
3930       3467
2672       3468
2875       3469
2926       3470
2803       3471
707        3472
160        3473
16103      3474
2692       3475
6330       3476
12735      3477
8958       3479
10282      3480
4470       3482
16962      3485
4662       3486
8681       3487
14482      3488
9727       3489
4205       3490
19345      3491
5896       3492
7228       3493
11876      3494
648        3495
8463       3497
11494      3498
13624      3499
14340      3500
5928       3501
4635       3502
16948      3503
8852       3504
18892      3505
6840       3506
16035      3507
17241      3508
13664      3509
19119      3510
7268       3511
2458       3512
5354       3513
15511      3514
6661       3515
8970       3517
10860      3518
5836       3519
3393       3520
15446      3522
16606      3523
15890      3524
13640      3525
18299      3526
14546      3527
11392      3528
3136       3530
9035       3531
11311      3532
5715       3533
5541       3534
5815       3535
2704       3536
2613       3539
12920      3541
5330       3542
17121      3543
3992       3547
424        3548
6914       3549
10368      3550
16193      3552
6018       3553
5893       3554
10969      3555
8020       3556
8213       3558
15307      3559
5535       3561
2228       3562
8616       3563
1256       3564
13364      3565
16547      3566
10950      3567
4830       3568
10126      3569
2225       3570
2561       3571
12980      3572
3496       3573
1093       3574
16013      3575
1216       3576
17913      3577
1311       3578
9157       3579
6406       3580
7769       3581
12214      3582
5548       3583
12871      3584
4829       3585
12460      3587
9177       3588
11635      3589
7941       3590
7032       3591
2696       3592
8462       3594
4740       3596
6894       3598
7681       3599
10839      3600
6235       3601
13342      3602
9442       3603
15021      3604
5663       3605
2500       3606
10108      3607
19344      3608
9704       3609
7694       3610
3154       3612
17973      3613
19637      3614
13297      3615
5788       3616
2073       3617
2257       3619
12215      3620
14990      3621
5887       3622
19302      3623
2558       3624
6491       3625
3048       3626
9877       3627
5772       3628
7293       3629
6673       3630
14686      3632
19047      3633
5382       3634
4388       3636
1460       3637
15542      3638
8747       3639
12818      3640
7805       3641
9342       3644
10244      3645
12530      3646
5120       3647
7486       3648
10560      3649
6933       3650
6147       3651
15536      3652
6440       3654
6996       3655
5269       3656
9776       3657
18967      3658
11976      3659
13667      3660
10109      3661
11986      3662
3664       3663
6182       3664
5222       3665
3780       3666
9678       3667
9821       3668
14253      3669
6265       3670
17900      3672
15418      3673
14167      3674
4114       3675
3991       3676
14373      3677
19668      3678
1513       3679
11381      3680
10399      3681
4161       3682
3812       3683
7645       3684
3964       3685
16015      3686
9456       3687
6849       3688
7285       3689
10879      3690
12268      3691
6585       3692
10300      3693
3325       3694
9377       3695
13260      3696
11491      3697
4685       3698
14741      3699
3798       3700
16776      3701
5731       3702
13279      3703
1101       3704
12364      3705
17698      3706
7180       3708
14444      3709
12026      3710
8347       3711
6947       3712
16786      3713
1837       3714
5686       3715
12044      3716
6407       3717
2365       3718
14657      3719
476        3722
18719      3723
6842       3724
9639       3725
16286      3726
8375       3728
8362       3729
14979      3730
5904       3731
3931       3732
10022      3733
14447      3734
8063       3735
19063      3736
14224      3737
5520       3738
1765       3739
10293      3741
13653      3742
10553      3743
14826      3744
6421       3745
1971       3746
8467       3747
3637       3748
16228      3749
3176       3751
6648       3752
6626       3753
19231      3754
7894       3755
10565      3756
8760       3758
18235      3759
2837       3760
2669       3761
1326       3762
1156       3763
14228      3764
12358      3765
6621       3766
4374       3767
5563       3768
9402       3769
12005      3770
10271      3771
1076       3772
9967       3773
10662      3775
14435      3776
599        3777
17941      3779
17289      3780
8839       3781
8939       3783
9328       3786
2004       3787
13504      3788
18441      3789
8865       3790
5512       3791
4630       3792
15395      3793
7505       3794
4003       3795
1035       3796
15861      3797
8607       3798
4243       3799
19217      3800
13377      3801
9582       3802
15165      3803
14799      3804
12557      3805
10034      3806
1166       3808
6327       3809
5978       3810
11290      3811
7946       3812
10723      3814
5074       3815
15760      3817
17204      3818
3967       3819
784        3820
7430       3821
13467      3822
11788      3823
9028       3825
1106       3826
19390      3828
9134       3829
18509      3830
6883       3831
7462       3832
8340       3833
12755      3834
12946      3835
6111       3836
8336       3837
4643       3838
1353       3839
5364       3840
4718       3843
2629       3844
3336       3845
18546      3848
6179       3849
14548      3850
1117       3852
9175       3853
11045      3854
4836       3855
6318       3856
4211       3857
2913       3858
396        3859
9296       3860
12333      3861
17464      3862
7288       3863
17970      3864
6667       3865
15641      3866
15223      3867
15898      3868
7222       3869
5530       3870
2389       3871
9444       3872
11525      3873
12631      3875
4906       3876
3221       3877
317        3878
5289       3879
15860      3880
16270      3881
8736       3882
17680      3884
303        3885
4971       3887
10343      3888
10814      3889
6580       3890
5863       3893
10712      3894
9116       3897
7678       3898
7323       3899
12637      3900
3979       3901
2321       3902
11577      3903
3471       3904
6046       3907
2809       3908
3109       3909
12757      3910
11600      3911
3066       3912
2864       3913
15252      3914
13556      3915
9515       3916
414        3917
11364      3918
5342       3919
7386       3920
5427       3921
9655       3923
13874      3925
1048       3926
4397       3927
13366      3928
10133      3929
7540       3930
6045       3931
15207      3932
6934       3933
11486      3934
7891       3935
6362       3936
1178       3937
7594       3939
12596      3940
12051      3941
8357       3942
10143      3943
3911       3944
14470      3945
12090      3946
8863       3947
3043       3948
4963       3949
4900       3950
3108       3951
7963       3952
1175       3953
15780      3954
4451       3955
5379       3956
3829       3957
14405      3958
4082       3959
3487       3961
6770       3962
13190      3963
12394      3964
6982       3965
5783       3966
11707      3967
2219       3968
17516      3969
1539       3970
1442       3971
17853      3972
3989       3973
10346      3974
1849       3976
7740       3981
5617       3983
1043       3984
4086       3985
2698       3986
2624       3987
8206       3988
1887       3989
6645       3990
1241       3992
8426       3994
14880      3995
12191      3996
19121      3997
2655       3998
4556       3999
18916      4000
7546       4001
14711      4002
9293       4004
17811      4005
15894      4006
6142       4007
11366      4009
11508      4010
8560       4011
364        4012
19336      4013
8136       4014
4708       4015
6343       4016
5943       4018
12179      4019
15277      4020
13780      4021
4023       4022
5468       4023
11281      4024
6833       4025
16242      4026
15327      4027
10079      4028
1449       4029
13997      4030
11076      4031
9          4032
5855       4033
9568       4034
15478      4035
1669       4036
4841       4039
2390       4040
10633      4041
4922       4042
11054      4043
19030      4044
7487       4047
10075      4048
12243      4049
14350      4050
15101      4051
14734      4052
11505      4053
14515      4054
213        4055
13328      4056
3085       4057
13382      4058
3570       4059
14995      4060
12282      4061
6689       4062
19350      4063
4247       4065
4979       4066
6852       4067
10809      4068
13715      4069
17355      4070
9736       4071
10736      4072
14627      4073
14939      4075
6070       4078
4197       4079
13241      4081
17570      4082
6506       4084
9002       4085
9667       4086
4812       4087
9142       4088
1787       4089
9430       4090
13373      4091
1685       4092
13713      4093
9282       4094
780        4095
6703       4098
3131       4099
12266      4100
11420      4101
9453       4103
3146       4104
11717      4105
16415      4106
13438      4107
4034       4108
10844      4109
8318       4110
17150      4112
14243      4113
3171       4117
6205       4118
7074       4119
5272       4120
10826      4121
5932       4124
3113       4125
16968      4126
5847       4127
7969       4129
12177      4131
10184      4132
16963      4133
16542      4134
4863       4136
5073       4137
14575      4138
18357      4139
10729      4140
6010       4141
13304      4142
2223       4143
12773      4144
13632      4145
6300       4146
4092       4147
18659      4148
16631      4149
2402       4150
15191      4152
9117       4153
8517       4154
15072      4155
8711       4156
19297      4158
7994       4159
7149       4160
4805       4161
17400      4162
9859       4163
5951       4164
11199      4165
10627      4166
10217      4167
10270      4168
19299      4169
491        4170
14458      4171
5720       4172
16539      4173
5250       4174
12157      4175
4818       4176
6210       4177
1712       4178
1095       4179
3027       4181
4264       4182
17408      4184
14862      4185
7667       4186
6631       4187
602        4189
11368      4191
6589       4192
7859       4193
10885      4194
11395      4195
9884       4196
2654       4197
5665       4198
3491       4199
13026      4200
11916      4201
2097       4202
7648       4205
2542       4206
2256       4208
13147      4209
15266      4210
4541       4211
6245       4212
5581       4213
3653       4214
11680      4215
2281       4216
5293       4217
4458       4218
7585       4219
11869      4220
10404      4222
9137       4223
18583      4224
19304      4225
10592      4226
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2753       4249
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3846       4420
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603        4429
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5576       4433
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2603       4477
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301        4479
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291        4489
7583       4490
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6050       4492
11701      4493
2546       4495
5327       4496
8313       4497
5948       4498
7630       4499
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8893       4508
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9999       4510
16864      4511
4389       4514
3622       4515
6259       4516
11766      4520
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8085       4535
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2507       4541
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6841       4548
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6727       4556
4823       4557
4965       4558
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4956       4560
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2580       4564
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16749      4566
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2951       4570
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6620       4573
5648       4574
6898       4575
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1605       4578
6332       4579
16000      4580
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12717      4586
15360      4587
6950       4588
2012       4590
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7737       4597
4987       4598
5279       4600
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1595       4603
6455       4604
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1090       4608
3580       4609
11067      4610
7684       4611
1950       4612
15673      4613
3416       4614
5068       4615
969        4616
7450       4618
14107      4619
18913      4620
7239       4621
18151      4622
5861       4623
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15611      4625
5683       4626
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4588       4629
6713       4631
1306       4632
13612      4633
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6373       4635
13886      4636
9557       4637
8018       4638
5560       4639
10058      4640
6730       4641
3777       4642
1924       4643
2772       4644
5410       4645
6966       4646
7707       4647
16435      4648
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6261       4653
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13315      4656
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7590       4658
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4732       4661
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4065       4664
7349       4665
1721       4666
10427      4668
16431      4669
1160       4672
10915      4674
3231       4675
7552       4676
8744       4678
4214       4679
10026      4680
5742       4682
1145       4683
10242      4684
5533       4685
16043      4686
7289       4688
4909       4689
1261       4690
2022       4691
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8109       4693
7260       4694
5518       4695
2824       4696
6100       4698
1069       4699
17759      4700
4118       4701
18780      4702
7930       4703
7455       4704
2382       4707
4538       4708
3446       4709
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13269      4712
5651       4713
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9670       4715
18931      4717
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8935       4721
9785       4722
1402       4723
11823      4724
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5746       4730
12239      4731
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6969       4736
19673      4737
5238       4738
4294       4739
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9431       4741
17974      4742
2059       4743
16737      4744
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5197       4748
4022       4749
7711       4750
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3114       4752
1535       4753
14730      4754
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1005       4758
12941      4759
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7934       4761
8500       4762
1165       4763
14818      4764
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8742       4766
3250       4767
6830       4768
8576       4769
10120      4770
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3587       4774
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4579       4776
3230       4778
15407      4779
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3178       4781
10895      4782
6042       4783
1590       4784
10072      4785
3098       4786
14642      4787
12626      4789
7148       4791
15902      4793
4509       4794
3308       4795
2291       4796
11034      4797
7854       4798
6519       4799
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9831       4801
7524       4804
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12216      4806
9300       4807
5668       4808
6020       4809
11992      4810
7218       4811
9102       4812
3313       4813
9555       4814
12467      4815
1932       4816
9647       4817
10484      4818
11099      4819
5650       4820
16229      4821
4016       4822
2443       4824
2706       4825
3193       4826
15838      4827
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5256       4830
4975       4831
6227       4832
1670       4833
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3042       4837
3520       4840
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1700       4842
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11192      4846
4958       4847
17794      4848
5119       4849
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5347       4852
157        4853
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4184       4856
2601       4857
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14710      4864
14675      4865
17719      4867
12011      4868
10374      4869
12693      4873
10704      4874
6299       4875
4962       4876
16790      4877
12298      4879
7014       4880
15012      4881
9522       4882
9535       4883
9195       4884
11624      4885
3472       4886
13479      4887
1970       4888
10226      4889
8108       4891
11932      4892
7890       4893
2381       4894
3839       4895
9933       4896
15002      4898
2608       4899
7646       4900
14967      4901
10003      4902
5680       4904
5404       4905
13978      4906
8946       4907
3746       4908
9022       4910
12997      4911
4011       4912
3432       4913
6573       4914
5595       4915
6510       4916
3294       4917
8920       4918
12721      4919
4100       4921
19211      4922
2989       4923
9913       4924
11247      4925
1262       4926
4648       4928
4887       4929
8854       4930
3458       4931
2314       4932
19544      4933
14506      4934
7412       4935
9812       4936
4723       4937
7493       4938
11307      4939
4580       4941
15644      4942
1638       4943
7726       4944
8294       4945
16592      4946
1204       4947
6230       4948
10494      4949
5514       4952
13952      4953
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17305      4955
2965       4957
13074      4959
5478       4960
17550      4961
7306       4962
13502      4963
5903       4965
1939       4966
15756      4968
7586       4969
8415       4971
9912       4972
14809      4974
19198      4975
6766       4976
6989       4977
13323      4978
9149       4979
7118       4980
10090      4981
11518      4982
9010       4983
10014      4984
9595       4985
13118      4986
10717      4987
19060      4988
11405      4989
8519       4990
14840      4991
4961       4992
4384       4993
6676       4994
2729       4995
2888       4996
14133      4997
14380      4998
8052       4999
9054       5000
4386       5001
7937       5002
9525       5003
3657       5004
11053      5007
3000       5008
4052       5009
3267       5010
15913      5011
12520      5012
6929       5013
7385       5014
12575      5015
8627       5016
12831      5017
5054       5019
8595       5020
12101      5021
10084      5022
9161       5023
7055       5025
6792       5026
12964      5027
12244      5028
12048      5029
7443       5030
3853       5031
19173      5032
667        5033
11284      5034
14034      5035
2509       5036
10235      5037
13877      5038
5942       5040
14538      5041
10097      5042
6625       5043
1098       5044
6879       5045
6176       5046
6032       5047
18156      5048
12153      5049
1171       5050
7803       5051
7254       5052
7416       5053
5511       5054
9365       5055
1615       5056
13609      5057
15714      5059
18379      5060
19611      5061
19278      5062
1936       5063
9329       5064
6131       5066
1425       5067
14473      5068
12678      5069
6536       5070
8368       5071
8093       5072
9693       5073
5137       5074
8668       5075
10318      5076
3299       5077
10352      5078
15419      5079
5767       5080
6516       5081
1704       5082
5202       5085
10138      5086
10694      5087
3017       5088
13156      5089
16997      5090
7036       5091
8134       5092
2915       5093
7002       5094
16910      5095
12595      5096
3554       5097
3197       5098
1618       5100
18906      5101
4669       5102
10128      5103
19187      5104
16146      5105
273        5106
16466      5107
3051       5108
11863      5109
9289       5110
5255       5111
4469       5112
9638       5113
12565      5114
13365      5115
9759       5116
5945       5118
713        5119
8696       5120
9198       5121
6735       5122
14129      5124
14946      5127
870        5129
2179       5131
8061       5132
18936      5133
4414       5134
1019       5135
14382      5136
14455      5137
12642      5138
8757       5139
13105      5140
5600       5141
11521      5142
6172       5143
15547      5144
7406       5146
10857      5147
544        5148
10698      5149
2651       5150
13439      5151
5033       5152
765        5153
1252       5154
16510      5155
15485      5158
4859       5161
17904      5162
13389      5163
17338      5164
15950      5165
17332      5166
8199       5167
3015       5168
13689      5169
5952       5170
16045      5171
18567      5174
9997       5175
669        5176
10845      5177
9931       5179
11282      5180
19598      5181
14997      5182
934        5183
4423       5184
14971      5185
3793       5186
13174      5187
15467      5188
10290      5190
588        5192
7075       5193
2483       5194
17368      5195
9739       5196
8026       5198
203        5199
4089       5200
10432      5201
15164      5202
4545       5203
10593      5204
9779       5205
4974       5207
2581       5209
7          5210
7598       5211
2636       5212
7232       5214
8889       5215
7869       5216
9015       5217
7073       5218
10130      5219
3029       5220
5540       5221
14504      5222
4917       5224
13981      5225
18893      5226
16987      5227
18926      5229
4825       5231
14068      5232
11819      5233
8845       5234
8767       5235
7044       5236
15961      5238
13927      5239
1949       5240
11956      5241
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6715       5245
5264       5246
13113      5247
3719       5249
5312       5252
9653       5253
6575       5254
11376      5255
6946       5256
15426      5257
701        5258
7355       5259
670        5260
6518       5261
10947      5262
3918       5263
6390       5264
3591       5265
2861       5266
13239      5267
5729       5268
92         5269
12313      5270
788        5271
3593       5272
5652       5273
17996      5274
8554       5275
4296       5276
7683       5277
5983       5278
6811       5279
4435       5280
3904       5281
3285       5282
13088      5283
18397      5284
7759       5285
1856       5286
19148      5287
504        5289
13800      5290
11297      5291
4142       5294
8169       5296
3966       5297
12788      5298
6909       5299
1234       5300
10559      5301
13536      5303
3415       5304
11280      5305
13871      5307
15448      5308
11050      5309
6755       5310
2479       5311
1798       5312
10236      5313
14149      5315
10093      5316
15422      5317
1409       5318
6681       5321
16386      5322
9774       5324
3859       5325
10582      5326
9404       5327
337        5329
10533      5330
7026       5331
6379       5332
10738      5333
13104      5335
14125      5337
4826       5338
9105       5339
9679       5340
6467       5341
4565       5342
2379       5343
5303       5344
9498       5345
349        5346
15578      5348
10847      5349
8531       5350
15912      5351
12475      5352
14085      5353
15494      5354
1358       5355
5475       5357
2900       5360
8427       5362
14423      5363
4283       5364
6945       5365
5349       5366
1868       5367
19235      5368
4664       5369
2276       5370
1002       5371
4898       5372
10601      5373
6680       5374
16529      5375
5366       5377
8890       5378
189        5379
5539       5380
7286       5381
6340       5382
3094       5383
12290      5384
13552      5385
16794      5386
5429       5387
10448      5388
1944       5389
11563      5390
8586       5391
5372       5392
5390       5393
14242      5394
2578       5395
18871      5396
5876       5397
15867      5398
15465      5399
13455      5400
10091      5401
10438      5402
18093      5403
3195       5404
4559       5405
19648      5406
14079      5407
5986       5409
2258       5410
10188      5411
2541       5412
4109       5413
8310       5414
4861       5415
4055       5416
9566       5417
17885      5418
4030       5419
16937      5420
16885      5421
12295      5422
14457      5423
656        5424
11301      5425
1000       5427
15335      5428
8203       5429
5626       5430
3845       5431
5466       5432
1462       5433
3405       5434
14535      5435
14806      5437
11351      5438
8812       5439
5979       5441
3871       5442
2512       5443
7160       5444
8095       5445
14684      5446
11173      5448
12618      5450
10848      5451
16176      5452
15445      5454
11686      5455
13787      5456
8007       5457
6271       5458
8809       5459
3096       5460
2634       5461
5237       5462
7612       5463
17526      5464
17784      5465
16269      5466
10983      5467
3089       5468
13244      5469
6313       5472
8306       5473
2015       5474
8878       5475
9866       5476
7743       5477
12254      5478
6543       5479
4218       5481
951        5482
15997      5483
13690      5484
16376      5485
10703      5486
4363       5487
11645      5488
13801      5489
13409      5490
12606      5491
10463      5492
8495       5493
17828      5494
5532       5495
9007       5499
4498       5500
11857      5501
6295       5502
9977       5503
4196       5505
7853       5506
14492      5507
12769      5508
8211       5509
626        5510
3225       5511
9597       5512
14617      5513
11534      5514
15480      5515
16156      5517
18482      5518
12959      5519
18401      5520
1894       5522
3533       5523
2131       5524
1017       5525
9854       5526
11221      5527
16625      5528
766        5529
16957      5530
17470      5531
3996       5532
19669      5533
12328      5534
1050       5535
17761      5536
15770      5537
13303      5538
14320      5539
112        5540
10419      5541
11317      5542
18730      5544
7454       5545
5588       5546
2972       5547
7945       5549
976        5550
1946       5552
6470       5553
9148       5554
12438      5555
8507       5556
4084       5557
15600      5558
8455       5559
14919      5560
2211       5561
5574       5562
9952       5563
16485      5564
8346       5565
8764       5566
4742       5567
4341       5568
11011      5569
8350       5570
2971       5571
3016       5572
15981      5573
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3866       5576
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8004       5578
1972       5579
804        5581
2264       5582
14140      5583
767        5584
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7779       5589
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5228       5591
791        5592
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6864       5594
402        5595
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12225      5597
3          5598
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6818       5618
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10015      5621
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1895       5631
357        5633
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359        5649
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3531       5787
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86         5790
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4317       5865
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9420       5871
25         5872
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3437       5879
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4230       5910
1918       5911
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3053       5913
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12617      5916
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3680       5919
1812       5920
11467      5921
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2923       5943
1109       5944
293        5945
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6216       5961
5495       5962
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8814       5972
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2569       5980
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4043       5984
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15625      5988
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8422       5990
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55         6021
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3355       6034
211        6035
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5670       6060
6764       6061
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3334       6064
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4904       6084
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2399       6087
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4441       6104
19041      6105
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14108      6109
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31         6113
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3724       6185
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4862       6191
727        6193
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84         6245
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5348       6520
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14         6524
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4340       6526
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91         6533
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4503       6544
17426      6545
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6140       6554
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5816       6560
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5550       6576
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4039       6578
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1728       6589
16257      6591
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2733       6597
5634       6598
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3372       6609
6776       6610
61         6611
12149      6612
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10219      6614
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1419       6620
286        6621
817        6622
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688        6626
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651        6666
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312        6943
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4916       6953
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13526      6960
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10012      6965
8088       6966
7225       6967
4946       6968
13009      6969
2172       6970
6167       6973
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14304      9997
6025       9998
8453      10000
6957      10002
5655      10003
12230     10004
10499     10006
6598      10007
5421      10010
7512      10011
8128      10012
6559      10013
275       10014
14823     10016
12410     10017
18682     10018
4083      10019
14926     10021
8588      10022
236       10023
1369      10024
14383     10025
7837      10026
11997     10027
7366      10028
11404     10029
15517     10030
13158     10031
208       10032
12716     10033
7798      10034
5808      10036
11077     10038
17144     10039
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12713     10042
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2352      10054
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365       10075
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127       10081
11947     10082
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596       10084
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12529     10087
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19153     10098
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16213     10111
2502      10112
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17923     10115
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1507      10118
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16456     10120
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437       10130
5477      10131
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212       10133
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18545     10147
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224       10177
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693       10204
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2553      10213
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757       10219
1336      10220
17837     10221
2027      10222
5439      10223
15032     10224
12849     10226
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4846      10228
10040     10229
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2008      10231
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3035      10235
15621     10236
5555      10237
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6847      10246
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11200     10248
15869     10249
1341      10250
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3105      10258
14099     10259
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3943      10262
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551       10264
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775       10267
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428       10296
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872       10323
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2268      10331
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568       10344
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10021     10391
85        10392
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3486      10394
15537     10395
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2726      10397
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18445     10400
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864       10416
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3448      10426
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16743     10429
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311       10472
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2762      10491
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15183     10502
1980      10504
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167       10543
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3549      10547
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691       10559
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196       10570
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790       10576
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152       10770
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313       10980
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3743      10988
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4942      10990
18511     10993
10637     10994
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955       11013
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6729      11019
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16038     11031
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576       11036
3856      11037
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2790      11085
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3575      11091
10909     11092
9438      11093
32        11095
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5719      11144
333       11145
274       11147
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16401     11270
815       11271
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289       11273
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166       11279
7542      11281
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17823     11307
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382       11379
17631     11381
71        11382
803       11383
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2642      11510
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11495     11519
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14743     11521
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9146      11526
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169       11531
8072      11532
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15623     11534
2902      11535
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3545      11545
180       11546
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2307      11548
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19467     11556
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12714     11566
806       11568
3434      11569
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1332      11572
1530      11573
9074      11574
7613      11575
1912      11576
973       11577
11453     11579
13043     11582
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14839     11587
1891      11588
5959      11589
13879     11592
4935      11593
12836     11594
616       11596
9505      11597
3762      11598
9777      11599
2026      11601
11634     11602
12499     11603
830       11606
1064      11607
11063     11608
15023     11609
682       11612
16436     11613
10043     11614
12806     11615
582       11616
15116     11617
13940     11618
4437      11619
7447      11620
14475     11623
263       11624
11549     11625
9870      11627
1659      11628
19052     11629
9155      11630
13604     11631
15001     11635
9680      11636
7201      11637
45        11638
1823      11639
3548      11640
13302     11644
1028      11646
13587     11647
4604      11648
10968     11649
9339      11651
7049      11652
14977     11653
11079     11656
18769     11660
9093      11661
11814     11662
17637     11664
277       11665
8871      11666
11134     11667
14468     11668
12936     11670
5766      11672
5828      11673
19619     11675
12146     11676
6962      11677
5572      11678
980       11679
15147     11680
9971      11681
1657      11683
1213      11684
15349     11685
11243     11686
4044      11687
15257     11688
6750      11689
2937      11690
234       11691
5740      11693
1173      11694
8949      11697
4391      11698
12718     11699
18837     11700
11007     11701
720       11702
1881      11703
1867      11705
14052     11706
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14202     11710
4549      11711
1036      11712
6940      11713
9179      11716
2757      11717
577       11720
6418      11722
17124     11723
11227     11724
11369     11725
12458     11727
2280      11730
852       11731
13345     11732
11782     11733
6684      11735
362       11736
3467      11738
137       11739
18634     11740
2777      11741
3427      11742
2030      11743
13034     11744
74        11745
10828     11746
4939      11748
6116      11749
14775     11751
13013     11752
7439      11753
5254      11755
12386     11757
10621     11758
10148     11759
11151     11760
16465     11761
1073      11762
2853      11765
3417      11766
2708      11768
15678     11769
5967      11772
296       11774
1865      11776
15880     11777
17068     11779
6771      11781
17367     11783
8911      11786
13845     11787
19531     11788
1097      11789
14400     11790
18195     11791
2635      11792
6441      11793
5166      11794
13876     11797
11780     11798
8333      11799
6364      11801
15943     11804
7742      11805
2136      11807
7780      11809
12654     11810
15350     11811
18632     11812
7703      11813
4154      11815
18915     11816
7136      11817
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4123      11819
17945     11820
13407     11821
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7774      11825
2133      11826
18089     11829
5526      11830
2610      11831
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2935      11833
10469     11835
16569     11837
15288     11840
9770      11843
2042      11844
46        11845
4380      11846
177       11849
1404      11850
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7588      11853
14661     11854
14319     11855
4212      11857
10965     11859
2579      11860
14558     11864
8253      11865
18080     11867
15559     11868
1986      11869
12872     11870
4984      11871
9233      11873
9906      11874
8330      11875
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2221      11878
9850      11880
15472     11881
17623     11886
3121      11887
8899      11889
13560     11890
2041      11891
6024      11893
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7106      11896
12677     11898
14923     11900
874       11901
11961     11902
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16081     11906
4220      11907
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11850     11910
12573     11911
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10996     11916
4069      11917
17961     11919
2457      11920
6003      11921
3815      11922
2253      11923
14363     11924
763       11926
3761      11927
18878     11929
1206      11931
10255     11933
14510     11935
7460      11937
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2872      11942
1793      11943
12737     11944
416       11947
10936     11948
4986      11949
420       11952
3403      11954
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16314     11956
15817     11957
11813     11958
12114     11959
5506      11960
19104     11961
6082      11962
2377      11963
9922      11964
7319      11965
7687      11966
3811      11968
2644      11969
18972     11972
13008     11973
17959     11974
14436     11975
13527     11977
7940      11978
15453     11979
6891      11980
14250     11981
1916      11983
3025      11984
12110     11987
13734     11991
14619     11992
7223      11995
13        11997
10510     11998
17460     11999
342       12000
15099     12001
18450     12002
17179     12003
7185      12004
12900     12005
16747     12006
1310      12007
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8225      12009
13321     12010
2259      12012
18985     12013
3476      12015
6078      12016
14197     12017
7665      12018
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18532     12022
10961     12023
6570      12024
19397     12025
13977     12026
3765      12028
12276     12031
18551     12032
371       12035
12280     12037
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13466     12041
2645      12044
3339      12045
12733     12049
18617     12050
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4639      12052
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11031     12057
4482      12058
2912      12059
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14427     12061
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3627      12069
585       12070
10572     12071
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2326      12075
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2749      12080
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5910      12093
11955     12094
179       12095
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13628     12100
11214     12101
19627     12102
805       12103
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14181     12107
2386      12109
12741     12110
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592       12112
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13415     12123
14660     12124
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6895      12130
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7023      12139
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16056     12141
17129     12142
50        12143
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4064      12163
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8664      12167
48        12168
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3968      12172
10094     12173
17551     12174
10785     12175
650       12176
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16636     12179
7778      12180
6798      12182
99        12183
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14751     12185
2750      12186
15710     12188
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15466     12191
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18577     12197
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16248     12204
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7836      12221
16931     12222
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1193      12246
7685      12247
304       12248
2466      12249
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2010      12305
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3317      12325
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1957      12343
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318       12377
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2668      12589
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19216     12597
17213     12598
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2934      12711
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5219      13220
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11254     13255
7515      13256
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517       13268
14547     13269
156       13270
18388     13271
6560      13273
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319       13275
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4680      13277
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564       13285
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16478     13287
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10721     13289
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2319      13297
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2407      13300
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3069      13304
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11037     13309
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2909      13311
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2245      13313
9359      13314
5964      13315
18181     13316
1690      13318
3897      13320
11089     13323
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2785      19972
12823     19975
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271       19983
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9810      19996
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5041      20000
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12231     20004
3873      20006
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17933     20017
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12829     20020
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7315      20042
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13432     20052
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12904     20108
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12417     20111
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6190      20120
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14160     20125
89        20129
10543     20130
3464      20132
19181     20133
10919     20134
11765     20135
12726     20136
13427     20137
508       20142
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14011     20144
7476      20145
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1129      20152
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217       20154
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10496     20157
4481      20158
814       20159
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2132      20166
9548      20167
2116      20168
571       20169
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4735      20177
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3685      20194
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3737      20199
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7768      20210
1190      20212
14316     20215
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4627      20223
4848      20224
15169     20227
8069      20230
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16281     20235
1942      20236
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17723     20249
15940     20257
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5445      20283
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2547      20294
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801       20306
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83        20310
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15343     20347
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6319      20354
209       20355
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497       20393
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6438      20407
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1371      20443
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3226      20496
16710     20497
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11267     20499
13928     20511
13579     20512
3831      20517
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9836      20522
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2730      20534
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782       20546
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9050      20553
4533      20554
16007     20555
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12747     20561
18728     20563
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7142      20566
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15588     20579
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3532      20589
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15460     20602
5579      20603
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2524      20607
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5786      20611
16716     20612
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13837     20615
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66        20657
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735       20747
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773       20789
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16965     20798
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2532      20822
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18847     20854
6465      20857
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11987     20876
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14000     20880
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440       20888
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18437     20994
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19620     21004
4800      21005
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12620     21014
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3466      21020
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18946     21118
2275      21119
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181       21128
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8039      21149
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871       21195
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12613     21232
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6733      21243
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3650      21262
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4884      21285
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12935     21316
2441      21317
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284       21321
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5620      21323
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397       21329
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350       21366
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385       21440
5924      21441
5083      21447
851       21451
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154       21470
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2163      21477
1989      21479
1143      21480
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19528     21498
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16332     21511
372       21513
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10212     21551
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580       21556
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18568     21578
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13621     21583
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16924     21591
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176       21609
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5845      21618
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4834      21626
672       21627
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13947     21700
3099      21702
72        21706
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533       21721
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860       21815
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3429      21826
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18582     21885
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1642      21905
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578       21912
17187     21914
16519     21917
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5424      21919
4330      21927
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14255     21943
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16392     21950
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13433     21957
11721     21965
13037     21969
5019      21970
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2711      21977
5971      21979
792       21980
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7765      21982
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3546      21992
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14166     21998
11944     22001
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3801      22006
6392      22010
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2316      22028
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19466     22044
2047      22045
10980     22048
13656     22052
17838     22054
3538      22055
10207     22056
307       22059
17317     22061
4215      22067
15417     22070
1003      22077
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5647      22081
17115     22083
1167      22085
193       22087
10253     22091
6238      22092
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1231      22095
18766     22099
5350      22101
5667      22104
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2325      22110
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4465      22121
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4754      22137
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827       22154
13126     22155
15614     22157
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1140      22174
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1022      22181
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261       22195
245       22196
18535     22197
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6741      22250
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3702      22258
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4025      22307
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18519     22312
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745       22329
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14969     22528
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11318     22812
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16        22836
15844     22837
6742      22839
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771       22854
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15955     22887
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1995      22908
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11335     22932
81        22936
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17946     22978
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15311     22986
6717      22992
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14905     22999
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1142      23006
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3271      23020
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668       23062
5711      23063
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18059     23075
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493       23080
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17647     23088
13413     23089
17661     23092
308       23096
16480     23098
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14729     23130
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1217      23149
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13065     23161
7025      23166
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18894     23186
18502     23187
12187     23194
438       23199
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4254      23233
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2665      23247
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19489     23253
18315     23255
12851     23256
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14408     23262
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12159     23264
18320     23270
16920     23274
14097     23275
14084     23278
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10393     55833
15199     55839
11706     55868
18132     55912
16477     55968
16428     55999
19423     56002
9182      56086
18240     56128
19252     56189
18853     56348
13220     56445
15871     56464
19341     56481
16037     56552
5625      56567
6151      56668
5483      56681
13670     56706
12087     56733
19658     56740
12175     56800
6593      56805
19559     56842
15151     56853
17839     56896
19170     56969
9207      56984
5034      56997
15783     57018
18785     57033
12534     57042
13654     57091
12132     57107
19290     57152
6794      57157
18602     57168
2549      57176
19639     57196
15443     57240
18513     57261
5984      57287
12395     57349
16644     57494
17586     57542
15260     57585
19365     57633
10389     57641
4840      57755
17407     57775
13039     57787
17775     57803
7644      57822
13392     57895
3600      57908
2574      57963
15188     57965
15677     58184
15255     58280
3802      58334
15540     58388
1569      58403
5886      58425
11224     58452
13358     58462
7662      58492
12398     58504
18417     58518
8900      58534
15256     58576
18145     58686
8165      58729
18588     58780
8105      58794
14488     58905
18303     58907
17117     58930
5895      58952
12405     59089
19373     59106
19450     59145
10342     59154
13897     59293
6556      59303
9892      59318
15066     59347
7674      59435
14056     59455
15096     59495
12953     59540
18629     59544
4891      59645
12877     59671
2953      59684
10049     59797
17726     59861
10735     59885
13102     59928
18272     59968
18210     59980
4516      60010
13558     60023
15906     60071
12046     60120
17447     60184
10894     60223
11001     60270
14306     60301
15748     60303
12309     60317
6262      60323
3786      60324
7806      60359
16974     60362
17519     60376
19003     60506
8829      60631
9617      60673
11553     60684
12421     60689
1477      60730
17657     60767
11403     60902
16865     60914
8271      61007
17504     61034
6500      61056
16022     61126
7251      61139
17104     61140
11435     61165
10220     61297
12972     61329
6867      61345
9361      61365
18520     61374
2450      61430
11873     61523
1654      61575
18523     61595
13904     61601
15391     61676
16982     61686
16412     61764
4485      61798
11567     61806
14690     61847
6915      61904
18061     61956
11464     62057
4645      62289
2501      62361
18503     62466
12669     62539
9460      62544
18064     62551
17845     62553
18029     62587
17852     62680
16355     62681
17462     62689
19641     62739
15840     62745
5960      62785
13001     62919
19596     62976
13859     63060
13987     63087
10852     63104
19354     63167
19088     63202
15990     63278
18062     63299
17454     63437
3473      63462
13890     63470
13045     63472
17925     63543
18276     63567
19534     63580
18251     63621
17692     63646
8850      63659
11374     63781
8985      63784
15617     63789
1150      63829
18309     63861
14332     63900
9392      64065
3123      64099
6885      64186
5296      64351
18642     64362
6919      64371
17567     64394
1890      64406
19067     64411
10807     64448
4032      64492
16526     64514
14191     64707
12267     64770
19550     64885
13596     65027
1406      65029
6412      65038
16530     65133
19036     65230
18349     65335
12347     65378
15633     65398
19422     65414
7318      65434
16552     65451
18500     65621
16695     65760
17895     65844
13850     65942
16591     65951
8185      65975
16305     65979
6317      66003
19676     66033
17728     66179
19386     66235
13846     66427
18714     66430
16414     66459
18050     66461
17226     66520
18862     66526
4590      66538
11411     66659
13878     66753
13930     66805
11626     66827
9652      66958
16613     67000
9218      67006
19589     67232
16030     67283
18294     67342
7925      67391
18072     67492
18700     67595
18921     67614
13332     67685
18001     67776
5962      67820
15829     67835
6763      67882
18135     67969
19396     68030
14211     68051
15659     68102
2658      68197
17928     68214
18364     68276
14234     68282
19348     68356
19332     68479
14509     68618
14670     68632
18250     68723
4682      68859
7410      68870
19286     68895
17857     68903
13025     68973
16609     68988
1004      69093
9265      69130
14754     69139
7889      69261
15117     69458
4252      69461
3222      69500
3139      69542
15122     69715
7113      69812
16844     69823
13747     69891
15558     69905
19376     69909
19206     69937
9061      69940
12578     70011
4787      70245
4375      70286
12262     70287
10104     70298
16540     70305
9080      70388
18826     70432
12188     70445
1475      70524
19439     70685
2604      70810
15538     71008
18720     71046
18197     71116
2456      71123
18920     71161
16272     71205
15717     71252
13566     71301
16206     71338
19222     71386
18578     71663
12687     71687
15176     71757
16215     71801
155       71890
19418     71928
18182     71965
15596     72012
13309     72016
4966      72019
8171      72029
14873     72033
2348      72173
17804     72289
19053     72333
12599     72334
18472     72544
17571     72682
9851      73098
16834     73135
19210     73150
9683      73166
7908      73194
17675     73196
13984     73228
17626     73241
17201     73257
18027     73258
18124     73366
13750     73432
19189     73534
17073     73656
15888     73697
17185     73708
5622      73764
6099      73961
17377     73999
12895     74154
10756     74179
42        74351
10176     74359
17468     74469
3492      74666
18455     74759
18257     74809
11779     74851
8229      74865
19474     74885
15241     74972
16837     74979
13917     75053
16572     75250
3847      75328
16621     75330
17896     75336
9029      75395
9852      75542
18497     75723
15637     75881
13796     76103
13044     76104
14513     76186
16497     76416
5811      76417
12990     76487
8098      76535
11017     76564
11174     76962
5926      77181
16297     77269
11449     77452
15788     77798
13140     77812
2478      77839
14377     77880
18427     77929
18672     78031
17676     78059
11975     78212
11670     78213
10204     78330
16675     78344
5006      78351
5536      78365
18058     78468
15078     78527
18461     78532
13807     78557
18236     78633
10992     78735
19357     78935
15687     79044
18673     79083
16785     79234
13870     79252
7545      79390
6920      79723
17797     79746
11603     79747
18809     79821
6391      79924
13839     79947
12918     80129
14443     80201
5580      80230
18076     80572
17220     80723
3008      80791
16423     80915
5018      81001
17528     81023
14842     81047
12057     81076
16481     81187
15173     81394
1811      81405
13832     81721
10023     81754
19140     81833
12924     81875
17646     81940
8027      82058
12330     82313
11716     82739
8379      83171
17988     83317
17612     83356
16750     83440
12589     83449
11417     83506
6927      83589
12351     83622
12875     84067
17757     84110
8146      84148
17995     84712
11582     84960
15356     85005
2983      85035
16173     85635
17799     85896
16133     86016
19253     86429
10470     86516
9395      86626
11815     86700
16559     86790
10612     86970
12510     87254
19039     87502
6076      87539
14821     87610
9132      87616
15668     87722
5661      88129
15043     88150
8540      88319
12985     88408
17290     88599
18193     89252
17510     89277
18143     89844
19351     89952
5465      89985
5637      90001
17795     90063
2630      90176
5425      90210
16238     90278
8194      90328
19533     90335
13305     90911
10237     91053
17054     91102
13185     91106
13677     91251
12691     91266
2784      91352
16259     91546
19391     91557
13771     91920
15127     92131
19029     92391
7547      92399
9762      92505
14134     92687
17000     92764
18042     92944
18005     93093
11496     93097
10711     93192
6949      93556
18870     93559
17547     93597
11305     93646
10340     94038
3646      94333
13494     94382
6922      94473
15535     94640
19182     94699
7677      94747
15946     94905
16598     95305
19240     95356
9286      95506
4721      95558
7867      96140
15570     96271
10778     96321
18411     96565
5968      96652
16239     96799
7549      97102
9771      97419
15377     97498
3934      97693
10589     97952
2591      98671
14963     98839
15648     99412
11825     99843
13227     99892
13724    100385
15826    100671
17541    100842
2094     101287
11623    101429
15049    102244
16662    102259
13993    102318
13416    102661
18925    103088
2529     103754
3374     103774
15814    103867
8793     103883
6743     104406
15948    105060
2829     105240
14335    105245
7158     105845
3335     106307
12989    106527
9344     106585
16306    106720
6806     107192
14732    107516
9346     107671
4399     108024
3034     108339
12495    108654
12585    109241
19064    109255
19184    111055
16830    111392
11314    111611
4411     111638
18186    112055
2786     112522
13737    112875
14287    113251
12939    113272
19458    114629
7389     115326
15187    116150
3084     116354
19388    116416
5869     116686
12882    117958
9974     118412
15752    120123
19275    120338
14088    120361
10708    120881
13256    122791
5824     124386
15952    124406
4305     124659
18066    124784
3644     125027
19190    126302
12736    127215
10387    127882
19662    128000
6101     128290
11232    130105
15259    130666
3732     133681
12437    133920
12857    137112
14232    140586
2931     140967
12366    143010
13014    143151
6385     145518
16852    147451
8689     147897
9723     149000
dtype: int64

###############

Frequency distribution of unique values => 

0         903
1          12
255        10
6           9
52          9
39          9
554         8
3808        8
1284        8
5           8
798         8
3667        8
13368       8
5272        8
2725        8
306         8
66          8
1815        8
4941        8
400         8
23          8
5626        8
1763        8
2639        8
1900        7
3053        7
4763        7
2357        7
1482        7
364         7
1159        7
11          7
3501        7
10          7
924         7
9           7
3629        7
1836        7
894         7
1298        7
275         7
482         7
12345       7
5392        7
2083        7
3272        7
1498        7
1139        7
2490        7
1400        7
1369        7
4504        7
239         7
6487        7
920         7
4332        7
4351        7
468         7
500         7
7171        7
1687        7
1527        7
5389        7
865         7
144         7
3042        7
113         7
2896        7
1343        7
6565        7
8644        7
2834        6
2240        6
4179        6
2914        6
2898        6
9222        6
5917        6
286         6
918         6
2805        6
8359        6
2650        6
4641        6
2256        6
3745        6
2498        6
5739        6
5236        6
6941        6
5675        6
2960        6
1219        6
1366        6
3612        6
466         6
2227        6
2630        6
1112        6
3379        6
2426        6
5139        6
1442        6
5824        6
2279        6
1839        6
4824        6
666         6
6644        6
8652        6
7081        6
8467        6
1281        6
8032        6
257         6
311         6
2038        6
682         6
656         6
8716        6
424         6
5444        6
5522        6
437         6
4820        6
603         6
7634        6
7114        6
11628       6
566         6
438         6
2269        6
3089        6
4293        6
452         6
9171        6
2979        6
4429        6
1575        6
5628        6
10222       6
1825        6
40          6
6297        6
203         6
13883       6
1838        6
2787        6
120         6
491         6
2940        6
531         6
1166        6
6314        6
587         6
6683        6
1127        6
2745        6
1407        6
24          6
4600        6
5690        6
3041        6
4713        6
1492        6
3879        6
4388        6
4899        6
949         6
2214        6
2476        6
3839        6
4676        6
1340        6
8802        6
3221        6
5220        6
4635        6
2983        6
358         6
4071        6
3949        6
5794        6
900         6
4262        6
13          6
25          6
3966        6
981         6
5872        6
2823        6
2296        6
7942        6
2378        5
4120        5
2587        5
2058        5
5864        5
1674        5
4407        5
10655       5
1450        5
3371        5
11147       5
3179        5
3147        5
2923        5
4118        5
1070        5
182         5
278         5
50          5
10362       5
2391        5
6075        5
6570        5
2634        5
2698        5
3920        5
1257        5
276         5
8057        5
2042        5
2856        5
713         5
2664        5
489         5
8653        5
714         5
2479        5
6637        5
3019        5
11502       5
5595        5
1099        5
3146        5
1067        5
5161        5
779         5
8146        5
6294        5
3760        5
1553        5
1778        5
3795        5
5720        5
5527        5
5584        5
7281        5
7121        5
1749        5
5040        5
5911        5
6673        5
2037        5
2071        5
6577        5
2103        5
2451        5
4496        5
4432        5
150         5
425         5
3511        5
19          5
16507       5
8343        5
3255        5
19736       5
3280        5
9269        5
1073        5
3056        5
4980        5
2992        5
2704        5
10836       5
1238        5
723         5
2416        5
4339        5
209         5
4147        5
6353        5
2096        5
2259        5
3634        5
8817        5
3688        5
7566        5
1594        5
5835        5
7747        5
6082        5
3198        5
768         5
2944        5
256         5
6844        5
7319        5
6696        5
16753       5
4475        5
2456        5
473         5
13482       5
5134        5
4699        5
5102        5
3021        5
5742        5
6863        5
8840        5
6940        5
8699        5
3489        5
2816        5
6001        5
3425        5
6274        5
8773        5
417         5
6908        5
543         5
9252        5
6211        5
4611        5
929         5
7388        5
607         5
351         5
2305        5
415         5
3265        5
2400        5
737         5
4483        5
8808        5
6639        5
4923        5
5705        5
2796        5
2700        5
4655        5
2444        5
8585        5
269         5
2316        5
1995        5
3160        5
15646       5
941         5
6793        5
954         5
2229        5
3163        5
4342        5
298         5
6345        5
18467       5
12076       5
2197        5
973         5
9021        5
6477        5
6575        5
857         5
172         5
2093        5
12          5
2733        5
77          5
4239        5
12189       5
760         5
1101        5
9020        5
14          5
3033        5
5082        5
9961        5
7195        5
5338        5
7310        5
3417        5
5748        5
7023        5
1431        5
6283        5
580         5
324         5
2245        5
1821        5
4198        5
2149        5
10305       5
6049        5
7263        5
1923        5
756         5
1603        5
2111        5
6269        5
5505        5
7552        5
1379        5
3330        5
15588       5
9991        5
1158        5
962         5
1251        5
7232        5
12231       5
5468        5
483         5
387         5
6528        5
195         5
5312        5
830         5
3           5
1410        5
14244       5
3010        5
6048        5
5052        5
3843        5
3071        5
9040        5
9274        5
5760        5
3167        5
4604        5
5276        5
6495        5
1533        5
699         5
5285        5
8100        5
8735        5
1467        5
7979        5
1863        5
11907       5
264         5
8575        5
10274       5
2313        5
12893       5
2525        5
1243        5
71          5
2           5
9484        5
6520        5
5476        5
7           5
2670        5
296         5
7716        5
7108        5
935         5
188         5
4254        5
2205        5
5689        5
4645        5
7083        5
13405       5
4709        5
2906        5
1339        5
10957       5
5541        5
13313       5
4938        5
3962        5
7800        5
10047       5
8748        5
2761        5
11490       5
3676        5
7684        5
13819       5
3534        5
9652        5
4055        5
4087        5
5713        5
1104        5
9204        5
5010        5
848         5
8815        5
6835        5
9943        5
368         5
336         5
2225        5
16          5
663         5
8172        5
4853        5
3694        5
3630        5
9107        5
3502        5
13641       5
3921        5
1971        5
14824       5
2204        5
11762       5
399         5
10538       5
4365        5
1783        5
15          5
2062        5
1966        5
1175        5
4022        5
8220        5
3567        5
2201        5
3279        5
280         5
2329        5
11435       5
5260        5
15280       5
3183        5
3470        5
997         5
157         5
3492        5
17524       5
4996        5
13498       5
3935        5
6465        5
3389        5
1404        5
1500        5
5630        5
9752        5
7479        5
9978        5
4228        5
4132        5
9912        5
7649        5
4345        5
5950        5
3748        5
17258       5
8546        5
772         5
12097       5
11200       5
8992        5
285         5
2756        5
8761        5
4831        5
37          5
3647        5
229         5
3365        5
1092        5
8934        5
4279        5
4902        5
868         5
165         5
15459       5
1124        5
3173        5
7681        4
17051       4
661         4
872         4
5184        4
3139        4
6800        4
11579       4
7265        4
3171        4
627         4
7222        4
1374        4
1426        4
1018        4
8129        4
10116       4
7537        4
2018        4
3443        4
1146        4
8556        4
8590        4
6080        4
2337        4
1954        4
1026        4
16738       4
1641        4
595         4
1609        4
3656        4
6416        4
4746        4
3571        4
179         4
4305        4
1402        4
10157       4
17088       4
9004        4
2740        4
827         4
6992        4
565         4
5784        4
9047        4
2930        4
2334        4
9111        4
6768        4
7088        4
7120        4
3026        4
9918        4
469         4
5053        4
1577        4
13871       4
3971        4
16101       4
7670        4
5177        4
6217        4
4168        4
7713        4
8366        4
12183       4
3955        4
991         4
5856        4
7905        4
4360        4
3859        4
2315        4
1919        4
4925        4
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765         1
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957         1
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131         1
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734         1
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9113        1
2020        1
13211       1
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6464        1
12984       1
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6813        1
25007       1
4417        1
8519        1
28938       1
24911       1
20873       1
8890        1
78213       1
702         1
35535       1
31441       1
53625       1
23253       1
37233       1
16747       1
18794       1
355         1
2402        1
6496        1
33107       1
50192       1
Name: revol_bal, dtype: int64
In [62]:
loan['revol_bal'].describe()
Out[62]:
count              35,619.00
mean               11,988.90
std                13,394.67
min                     0.00
25%                 3,480.00
50%                 8,313.00
75%                15,755.00
max               149,000.00
Name: revol_bal, dtype: float64
In [63]:
plt.figure(figsize=(5, 4))
sns.boxplot(loan['revol_bal'])
plt.show()
In [64]:
#'''

#Outlier Treatment

Q1 = loan['revol_bal'].quantile(0.25)
Q3 = loan['revol_bal'].quantile(0.75)
IQR = Q3 - Q1

print('IQR => ' + str(IQR))

fence_low  = Q1-1.5*IQR
print('fence_low => ' + str(fence_low))

fence_high = Q3+1.5*IQR
print('fence_high => ' + str(fence_high))

if fence_high > fence_low:
    loan = loan.loc[(loan['revol_bal'] > fence_low) & (loan['revol_bal'] < fence_high)]

#'''
IQR => 12275.0
fence_low => -14932.5
fence_high => 34167.5
In [65]:
plt.figure(figsize=(5, 4))
sns.boxplot(loan['revol_bal'])
plt.show()
In [66]:
loan['revol_bal'].describe()
Out[66]:
count              33,659.00
mean                9,591.32
std                 7,874.31
min                     0.00
25%                 3,265.00
50%                 7,705.00
75%                14,104.50
max                34,155.00
Name: revol_bal, dtype: float64

pub_rec_bankruptcies

In [67]:
print('\nNumber of unique values => ' + str(len(loan['pub_rec_bankruptcies'].unique())))
print('\n###############')
print('\nUnique values are => \n\n' + str(pd.Series(loan['pub_rec_bankruptcies'].unique()).sort_values(ascending=True)))
print('\n###############')
print('\nFrequency distribution of unique values => \n\n'+ str(loan['pub_rec_bankruptcies'].value_counts(dropna=False).sort_values(ascending = False)))
Number of unique values => 3

###############

Unique values are => 

0                   0.00
1                   1.00
2                   2.00
dtype: float64

###############

Frequency distribution of unique values => 

0.00    32110
1.00     1544
2.00        5
Name: pub_rec_bankruptcies, dtype: int64
In [68]:
sns.countplot(x=loan['pub_rec_bankruptcies'], data=loan)
plt.show()

delinq_2yrs

In [69]:
print('\nNumber of unique values => ' + str(len(loan['delinq_2yrs'].unique())))
print('\n###############')
print('\nUnique values are => \n\n' + str(pd.Series(loan['delinq_2yrs'].unique()).sort_values(ascending=True)))
print('\n###############')
print('\nFrequency distribution of unique values => \n\n'+ str(loan['delinq_2yrs'].value_counts(dropna=False).sort_values(ascending = False)))
Number of unique values => 11

###############

Unique values are => 

0      0
3      1
1      2
2      3
4      4
6      5
5      6
8      7
7      8
9      9
10    11
dtype: int64

###############

Frequency distribution of unique values => 

0     29988
1      2817
2       573
3       191
4        54
5        18
6        10
7         4
8         2
9         1
11        1
Name: delinq_2yrs, dtype: int64
In [70]:
sns.countplot(x=loan['delinq_2yrs'], data=loan)
plt.show()

inq_last_6mths

In [71]:
print('\nNumber of unique values => ' + str(len(loan['inq_last_6mths'].unique())))
print('\n###############')
print('\nUnique values are => \n\n' + str(pd.Series(loan['inq_last_6mths'].unique()).sort_values(ascending=True)))
print('\n###############')
print('\nFrequency distribution of unique values => \n\n'+ str(loan['inq_last_6mths'].value_counts(dropna=False).sort_values(ascending = False)))
Number of unique values => 9

###############

Unique values are => 

4    0
0    1
2    2
3    3
5    4
1    5
6    6
7    7
8    8
dtype: int64

###############

Frequency distribution of unique values => 

0    16356
1     9325
2     4928
3     2588
4      257
5      124
6       44
7       27
8       10
Name: inq_last_6mths, dtype: int64
In [72]:
sns.countplot(x=loan['inq_last_6mths'], data=loan)
plt.show()

dti

In [73]:
print('\nNumber of unique values => ' + str(len(loan['dti'].unique())))
print('\n###############')
print('\nUnique values are => \n\n' + str(pd.Series(loan['dti'].unique()).sort_values(ascending=True)))
print('\n###############')
print('\nFrequency distribution of unique values => \n\n'+ str(loan['dti'].value_counts(dropna=False).sort_values(ascending = False)))
Number of unique values => 2822

###############

Unique values are => 

1536                   0.00
2796                   0.01
1582                   0.02
2807                   0.03
2717                   0.04
2662                   0.05
1448                   0.07
2760                   0.08
2818                   0.09
2663                   0.11
2819                   0.12
2793                   0.13
2316                   0.14
2188                   0.15
1904                   0.16
2808                   0.17
2708                   0.18
1833                   0.19
2591                   0.20
2474                   0.21
2815                   0.22
2786                   0.23
2286                   0.24
1627                   0.25
1970                   0.26
2418                   0.27
2500                   0.28
2569                   0.29
2768                   0.30
1786                   0.31
979                    0.32
1827                   0.33
2735                   0.34
1853                   0.35
2044                   0.36
2508                   0.37
2255                   0.38
2556                   0.39
2379                   0.40
2464                   0.41
2532                   0.42
1942                   0.43
2489                   0.44
2667                   0.45
2642                   0.46
2527                   0.47
2306                   0.48
2803                   0.49
2118                   0.50
2151                   0.51
1863                   0.52
2699                   0.53
2674                   0.54
1725                   0.55
2574                   0.56
1284                   0.57
2341                   0.58
2792                   0.59
1247                   0.60
2388                   0.61
2326                   0.62
2370                   0.63
2334                   0.64
1713                   0.65
1879                   0.66
1637                   0.67
2694                   0.68
2605                   0.69
1611                   0.70
2665                   0.71
385                    0.72
2817                   0.73
989                    0.74
1294                   0.75
885                    0.76
2111                   0.77
292                    0.78
2601                   0.79
2192                   0.80
1357                   0.81
2813                   0.82
2307                   0.83
2244                   0.84
2632                   0.85
1869                   0.86
1740                   0.87
1635                   0.88
552                    0.89
2315                   0.90
2498                   0.91
2555                   0.92
554                    0.93
2222                   0.94
2707                   0.95
1683                   0.96
2101                   0.97
396                    0.98
2801                   0.99
1                      1.00
2668                   1.01
2215                   1.02
930                    1.03
2810                   1.04
1206                   1.05
2525                   1.06
2637                   1.07
2797                   1.08
1158                   1.09
2600                   1.10
2005                   1.11
1557                   1.12
1646                   1.13
2335                   1.14
2542                   1.15
1128                   1.16
2685                   1.17
1567                   1.18
1473                   1.19
1538                   1.20
1990                   1.21
2686                   1.22
2750                   1.23
2159                   1.24
1475                   1.25
2718                   1.26
949                    1.27
2599                   1.28
2539                   1.29
2700                   1.30
1963                   1.31
1217                   1.32
1852                   1.33
1885                   1.34
2664                   1.35
2202                   1.36
1025                   1.37
1677                   1.38
2589                   1.39
2139                   1.40
2295                   1.41
2042                   1.42
920                    1.43
1648                   1.44
2628                   1.45
2559                   1.46
2380                   1.47
1848                   1.48
926                    1.49
1938                   1.50
2391                   1.51
2719                   1.52
1971                   1.53
990                    1.54
2534                   1.55
2291                   1.56
2804                   1.57
2240                   1.58
2528                   1.59
1119                   1.60
2347                   1.61
2794                   1.62
1227                   1.63
2010                   1.64
2397                   1.65
971                    1.66
2267                   1.67
317                    1.68
1878                   1.69
1550                   1.70
2437                   1.71
2099                   1.72
142                    1.73
1593                   1.74
1343                   1.75
1772                   1.76
771                    1.77
2432                   1.78
2814                   1.79
1040                   1.80
1950                   1.81
1544                   1.82
2754                   1.83
1406                   1.84
2087                   1.85
2800                   1.86
2595                   1.87
1156                   1.88
1645                   1.89
1144                   1.90
2408                   1.91
2223                   1.92
2541                   1.93
2812                   1.94
1175                   1.95
2105                   1.96
2758                   1.97
2086                   1.98
408                    1.99
1841                   2.00
1830                   2.01
2728                   2.02
1901                   2.03
2410                   2.04
2216                   2.05
1331                   2.06
813                    2.07
1921                   2.08
917                    2.09
1058                   2.10
2085                   2.11
2107                   2.12
1759                   2.13
1975                   2.14
2673                   2.15
233                    2.16
2661                   2.17
2297                   2.18
2706                   2.19
2522                   2.20
398                    2.21
1779                   2.22
1771                   2.23
2806                   2.24
1972                   2.25
2254                   2.26
2433                   2.27
2445                   2.28
986                    2.29
1917                   2.30
87                     2.31
1981                   2.32
2529                   2.33
2802                   2.34
1748                   2.35
1907                   2.36
1680                   2.37
1643                   2.38
2798                   2.39
23                     2.40
1693                   2.41
1985                   2.42
1404                   2.43
1218                   2.44
2584                   2.45
2536                   2.46
2596                   2.47
2117                   2.48
2106                   2.49
2004                   2.50
2067                   2.51
1961                   2.52
1587                   2.53
359                    2.54
2011                   2.55
2339                   2.56
2314                   2.57
2646                   2.58
1445                   2.59
2238                   2.60
2609                   2.61
1825                   2.62
2006                   2.63
1140                   2.64
574                    2.65
1931                   2.66
477                    2.67
2276                   2.68
200                    2.69
2220                   2.70
1502                   2.71
1349                   2.72
2179                   2.73
2650                   2.74
1857                   2.75
1603                   2.76
946                    2.77
445                    2.78
2184                   2.79
82                     2.80
1768                   2.81
349                    2.82
2441                   2.83
2670                   2.84
2731                   2.85
2268                   2.86
2350                   2.87
1787                   2.88
1447                   2.89
2639                   2.90
903                    2.91
1953                   2.92
1481                   2.93
1433                   2.94
1831                   2.95
2270                   2.96
122                    2.97
2714                   2.98
1673                   2.99
1079                   3.00
1745                   3.01
901                    3.02
1846                   3.03
1520                   3.04
1926                   3.05
2180                   3.06
2330                   3.07
2499                   3.08
2266                   3.09
1761                   3.10
2809                   3.11
2224                   3.12
1239                   3.13
2417                   3.14
1866                   3.15
399                    3.16
2320                   3.17
2138                   3.18
2025                   3.19
1800                   3.20
1013                   3.21
1829                   3.22
1667                   3.23
2711                   3.24
1732                   3.25
2269                   3.26
1184                   3.27
2135                   3.28
2448                   3.29
312                    3.30
1605                   3.31
2155                   3.32
1706                   3.33
2518                   3.34
1804                   3.35
1638                   3.36
723                    3.37
1149                   3.38
2367                   3.39
2022                   3.40
1806                   3.41
1865                   3.42
2411                   3.43
1213                   3.44
2395                   3.45
1465                   3.46
1989                   3.47
2058                   3.48
2440                   3.49
536                    3.50
2019                   3.51
2377                   3.52
2691                   3.53
1619                   3.54
1893                   3.55
2770                   3.56
2748                   3.57
2451                   3.58
146                    3.59
1766                   3.60
2034                   3.61
1266                   3.62
2361                   3.63
1029                   3.64
826                    3.65
1569                   3.66
2162                   3.67
1798                   3.68
2652                   3.69
1269                   3.70
2638                   3.71
2434                   3.72
2488                   3.73
2145                   3.74
1987                   3.75
1193                   3.76
1030                   3.77
2772                   3.78
2618                   3.79
1225                   3.80
764                    3.81
236                    3.82
2678                   3.83
1276                   3.84
2463                   3.85
2737                   3.86
2427                   3.87
1092                   3.88
375                    3.89
2296                   3.90
1850                   3.91
2701                   3.92
2635                   3.93
281                    3.94
2422                   3.95
1999                   3.96
522                    3.97
1579                   3.98
1174                   3.99
1060                   4.00
446                    4.01
2066                   4.02
2325                   4.03
1642                   4.04
2791                   4.05
1400                   4.06
1561                   4.07
681                    4.08
1584                   4.09
1287                   4.10
1818                   4.11
553                    4.12
1004                   4.13
2237                   4.14
1424                   4.15
1914                   4.16
493                    4.17
2164                   4.18
2195                   4.19
2457                   4.20
675                    4.21
1675                   4.22
958                    4.23
1275                   4.24
1851                   4.25
1006                   4.26
2495                   4.27
2647                   4.28
450                    4.29
2587                   4.30
2816                   4.31
1624                   4.32
1678                   4.33
275                    4.34
961                    4.35
1610                   4.36
447                    4.37
1263                   4.38
2200                   4.39
2081                   4.40
303                    4.41
2301                   4.42
2026                   4.43
74                     4.44
1375                   4.45
2157                   4.46
2167                   4.47
2811                   4.48
2236                   4.49
2313                   4.50
2625                   4.51
945                    4.52
1726                   4.53
1188                   4.54
2449                   4.55
2420                   4.56
2273                   4.57
2311                   4.58
337                    4.59
2015                   4.60
1966                   4.61
689                    4.62
242                    4.63
796                    4.64
1337                   4.65
2130                   4.66
1102                   4.67
1209                   4.68
1125                   4.69
2146                   4.70
467                    4.71
371                    4.72
1856                   4.73
461                    4.74
2092                   4.75
1925                   4.76
1323                   4.77
1986                   4.78
1535                   4.79
121                    4.80
1867                   4.81
1581                   4.82
2284                   4.83
858                    4.84
747                    4.85
2052                   4.86
2082                   4.87
1293                   4.88
451                    4.89
2207                   4.90
2047                   4.91
2156                   4.92
1415                   4.93
2790                   4.94
2491                   4.95
579                    4.96
1496                   4.97
1665                   4.98
845                    4.99
1855                   5.00
1422                   5.01
2468                   5.02
1653                   5.03
1035                   5.04
1710                   5.05
618                    5.06
2241                   5.07
601                    5.08
334                    5.09
2634                   5.10
2403                   5.11
2513                   5.12
2524                   5.13
2226                   5.14
2102                   5.15
2805                   5.16
2406                   5.17
2393                   5.18
1133                   5.19
401                    5.20
2446                   5.21
744                    5.22
1221                   5.23
407                    5.24
1838                   5.25
1916                   5.26
1824                   5.27
763                    5.28
448                    5.29
2360                   5.30
1721                   5.31
1641                   5.32
1345                   5.33
39                     5.34
6                      5.35
507                    5.36
2283                   5.37
81                     5.38
59                     5.39
77                     5.40
544                    5.41
2001                   5.42
1795                   5.43
2502                   5.44
1871                   5.45
2120                   5.46
392                    5.47
384                    5.48
1960                   5.49
33                     5.50
2343                   5.51
877                    5.52
2560                   5.53
1101                   5.54
7                      5.55
1099                   5.56
1385                   5.57
1437                   5.58
506                    5.59
1350                   5.60
343                    5.61
2493                   5.62
27                     5.63
2176                   5.64
1559                   5.65
905                    5.66
2262                   5.67
1229                   5.68
2191                   5.69
321                    5.70
1834                   5.71
2128                   5.72
551                    5.73
2375                   5.74
1823                   5.75
1320                   5.76
2558                   5.77
208                    5.78
2382                   5.79
1957                   5.80
1164                   5.81
2421                   5.82
1497                   5.83
1088                   5.84
1390                   5.85
839                    5.86
2319                   5.87
228                    5.88
773                    5.89
1542                   5.90
1782                   5.91
2398                   5.92
1996                   5.93
1889                   5.94
1614                   5.95
2168                   5.96
2426                   5.97
1142                   5.98
2384                   5.99
346                    6.00
2076                   6.01
652                    6.02
2672                   6.03
1136                   6.04
1464                   6.05
2795                   6.06
2083                   6.07
2724                   6.08
213                    6.09
630                    6.10
1716                   6.11
90                     6.12
1078                   6.13
1983                   6.14
797                    6.15
2480                   6.16
559                    6.17
2481                   6.18
605                    6.19
1647                   6.20
293                    6.21
1313                   6.22
1292                   6.23
716                    6.24
1512                   6.25
340                    6.26
1129                   6.27
2506                   6.28
2160                   6.29
532                    6.30
2126                   6.31
2000                   6.32
1015                   6.33
2799                   6.34
31                     6.35
1625                   6.36
2235                   6.37
525                    6.38
1692                   6.39
1185                   6.40
919                    6.41
2078                   6.42
1508                   6.43
154                    6.44
2774                   6.45
203                    6.46
632                    6.47
326                    6.48
1306                   6.49
2095                   6.50
562                    6.51
1283                   6.52
762                    6.53
1919                   6.54
836                    6.55
1041                   6.56
871                    6.57
373                    6.58
1537                   6.59
1607                   6.60
1785                   6.61
161                    6.62
36                     6.63
2554                   6.64
220                    6.65
2112                   6.66
1167                   6.67
616                    6.68
1212                   6.69
1241                   6.70
597                    6.71
1325                   6.72
2497                   6.73
511                    6.74
310                    6.75
1279                   6.76
2687                   6.77
726                    6.78
777                    6.79
1017                   6.80
72                     6.81
2298                   6.82
1053                   6.83
2612                   6.84
734                    6.85
218                    6.86
1555                   6.87
172                    6.88
2363                   6.89
2351                   6.90
1436                   6.91
157                    6.92
583                    6.93
1368                   6.94
1286                   6.95
1890                   6.96
2045                   6.97
1098                   6.98
1927                   6.99
103                    7.00
1466                   7.01
2282                   7.02
1591                   7.03
1278                   7.04
260                    7.05
13                     7.06
842                    7.07
253                    7.08
1708                   7.09
2510                   7.10
1178                   7.11
1351                   7.12
1005                   7.13
774                    7.14
751                    7.15
1943                   7.16
2453                   7.17
2557                   7.18
1494                   7.19
278                    7.20
830                    7.21
491                    7.22
2263                   7.23
1202                   7.24
617                    7.25
1663                   7.26
400                    7.27
1632                   7.28
1044                   7.29
1849                   7.30
2271                   7.31
1046                   7.32
1626                   7.33
1940                   7.34
209                    7.35
128                    7.36
1789                   7.37
46                     7.38
1105                   7.39
1443                   7.40
1690                   7.41
947                    7.42
2552                   7.43
1316                   7.44
1240                   7.45
1452                   7.46
1776                   7.47
2645                   7.48
959                    7.49
320                    7.50
2225                   7.51
2234                   7.52
1487                   7.53
1616                   7.54
2136                   7.55
425                    7.56
915                    7.57
1551                   7.58
2467                   7.59
190                    7.60
1595                   7.61
1490                   7.62
1428                   7.63
1373                   7.64
759                    7.65
1258                   7.66
324                    7.67
1655                   7.68
595                    7.69
688                    7.70
1261                   7.71
2548                   7.72
469                    7.73
2062                   7.74
659                    7.75
639                    7.76
1409                   7.77
1199                   7.78
1992                   7.79
840                    7.80
2169                   7.81
269                    7.82
131                    7.83
2057                   7.84
1814                   7.85
791                    7.86
1700                   7.87
1280                   7.88
1518                   7.89
355                    7.90
768                    7.91
1836                   7.92
756                    7.93
1014                   7.94
1270                   7.95
589                    7.96
638                    7.97
195                    7.98
746                    7.99
1426                   8.00
2523                   8.01
2016                   8.02
1177                   8.03
1935                   8.04
1486                   8.05
899                    8.06
786                    8.07
1962                   8.08
1352                   8.09
1115                   8.10
48                     8.11
1694                   8.12
353                    8.13
1895                   8.14
912                    8.15
423                    8.16
1898                   8.17
91                     8.18
1442                   8.19
2305                   8.20
1108                   8.21
1461                   8.22
2275                   8.23
1072                   8.24
831                    8.25
1529                   8.26
1288                   8.27
2163                   8.28
1118                   8.29
2401                   8.30
1160                   8.31
1321                   8.32
621                    8.33
2054                   8.34
1291                   8.35
594                    8.36
1802                   8.37
261                    8.38
2442                   8.39
171                    8.40
1117                   8.41
1516                   8.42
1061                   8.43
2059                   8.44
193                    8.45
1730                   8.46
2121                   8.47
34                     8.48
387                    8.49
348                    8.50
2613                   8.51
356                    8.52
1807                   8.53
781                    8.54
568                    8.55
1370                   8.56
1743                   8.57
978                    8.58
703                    8.59
2636                   8.60
2079                   8.61
1847                   8.62
2256                   8.63
1327                   8.64
1756                   8.65
2404                   8.66
1707                   8.67
733                    8.68
266                    8.69
523                    8.70
277                    8.71
2                      8.72
2116                   8.73
660                    8.74
1090                   8.75
542                    8.76
2152                   8.77
668                    8.78
1523                   8.79
377                    8.80
2310                   8.81
358                    8.82
270                    8.83
1047                   8.84
528                    8.85
413                    8.86
229                    8.87
776                    8.88
165                    8.89
1032                   8.90
876                    8.91
267                    8.92
1148                   8.93
333                    8.94
1854                   8.95
1736                   8.96
1483                   8.97
1138                   8.98
2287                   8.99
882                    9.00
868                    9.01
800                    9.02
1711                   9.03
1612                   9.04
1470                   9.05
205                    9.06
1843                   9.07
588                    9.08
414                    9.09
677                    9.10
2007                   9.11
44                     9.12
231                    9.13
1739                   9.14
2137                   9.15
1333                   9.16
117                    9.17
878                    9.18
1997                   9.19
1654                   9.20
1722                   9.21
366                    9.22
2029                   9.23
1553                   9.24
264                    9.25
1398                   9.26
1026                   9.27
2710                   9.28
2512                   9.29
244                    9.30
2075                   9.31
1264                   9.32
1067                   9.33
650                    9.34
1080                   9.35
1604                   9.36
1754                   9.37
1752                   9.38
150                    9.39
2250                   9.40
2161                   9.41
1712                   9.42
906                    9.43
1556                   9.44
248                    9.45
354                    9.46
1157                   9.47
1928                   9.48
1599                   9.49
965                    9.50
956                    9.51
2257                   9.52
1574                   9.53
1145                   9.54
564                    9.55
1389                   9.56
699                    9.57
1003                   9.58
1974                   9.59
549                    9.60
2364                   9.61
1822                   9.62
695                    9.63
216                    9.64
71                     9.65
1564                   9.66
705                    9.67
1695                   9.68
97                     9.69
102                    9.70
1074                   9.71
1393                   9.72
837                    9.73
2333                   9.74
115                    9.75
1912                   9.76
1063                   9.77
572                    9.78
1282                   9.79
1572                   9.80
1049                   9.81
760                    9.82
1378                   9.83
1386                   9.84
1969                   9.85
18                     9.86
2046                   9.87
2217                   9.88
1417                   9.89
1977                   9.90
838                    9.91
658                    9.92
1819                   9.93
2251                   9.94
1664                   9.95
2340                   9.96
2784                   9.97
741                    9.98
2476                   9.99
40                    10.00
2492                  10.01
883                   10.02
627                   10.03
85                    10.04
100                   10.05
1103                  10.06
1135                  10.07
11                    10.08
1007                  10.09
731                   10.10
704                   10.11
327                   10.12
374                   10.13
1937                  10.14
850                   10.15
889                   10.16
1081                  10.17
2040                  10.18
631                   10.19
2114                  10.20
1946                  10.21
341                   10.22
752                   10.23
1686                  10.24
801                   10.25
2684                  10.26
1548                  10.27
1019                  10.28
1991                  10.29
517                   10.30
1965                  10.31
1094                  10.32
113                   10.33
1620                  10.34
251                   10.35
219                   10.36
844                   10.37
569                   10.38
1704                  10.39
1697                  10.40
671                   10.41
1679                  10.42
881                   10.43
1720                  10.44
212                   10.45
342                   10.46
2344                  10.47
908                   10.48
1813                  10.49
1036                  10.50
2348                  10.51
16                    10.52
2484                  10.53
1104                  10.54
1432                  10.55
1154                  10.56
998                   10.57
311                   10.58
2189                  10.59
496                   10.60
750                   10.61
35                    10.62
2030                  10.63
864                   10.64
1141                  10.65
856                   10.66
1810                  10.67
1077                  10.68
1729                  10.69
966                   10.70
822                   10.71
418                   10.72
1840                  10.73
222                   10.74
620                   10.75
1485                  10.76
590                   10.77
10                    10.78
268                   10.79
772                   10.80
1246                  10.81
124                   10.82
1399                  10.83
169                   10.84
43                    10.85
141                   10.86
1301                  10.87
2003                  10.88
315                   10.89
585                   10.90
440                   10.91
1057                  10.92
1609                  10.93
827                   10.94
1817                  10.95
1808                  10.96
1198                  10.97
1769                  10.98
1132                  10.99
994                   11.00
1882                  11.01
1421                  11.02
1920                  11.03
2332                  11.04
1097                  11.05
2173                  11.06
1228                  11.07
1571                  11.08
645                   11.09
188                   11.10
1672                  11.11
1767                  11.12
890                   11.13
1360                  11.14
170                   11.15
286                   11.16
2496                  11.17
21                    11.18
428                   11.19
4                     11.20
1590                  11.21
515                   11.22
678                   11.23
147                   11.24
1211                  11.25
1244                  11.26
2064                  11.27
1684                  11.28
1114                  11.29
2183                  11.30
640                   11.31
860                   11.32
1709                  11.33
852                   11.34
75                    11.35
1024                  11.36
602                   11.37
1489                  11.38
894                   11.39
798                   11.40
608                   11.41
870                   11.42
1438                  11.43
1880                  11.44
369                   11.45
1896                  11.46
41                    11.47
1803                  11.48
1369                  11.49
792                   11.50
2626                  11.51
263                   11.52
1906                  11.53
962                   11.54
807                   11.55
390                   11.56
1139                  11.57
94                    11.58
984                   11.59
168                   11.60
1652                  11.61
198                   11.62
1623                  11.63
1639                  11.64
160                   11.65
1033                  11.66
246                   11.67
1312                  11.68
1872                  11.69
696                   11.70
1948                  11.71
1650                  11.72
754                   11.73
2020                  11.74
634                   11.75
541                   11.76
196                   11.77
933                   11.78
538                   11.79
32                    11.80
191                   11.81
1423                  11.82
1186                  11.83
475                   11.84
725                   11.85
452                   11.86
2018                  11.87
63                    11.88
1480                  11.89
1197                  11.90
1109                  11.91
2208                  11.92
30                    11.93
1001                  11.94
1585                  11.95
2389                  11.96
167                   11.97
297                   11.98
1356                  11.99
182                   12.00
2643                  12.01
2378                  12.02
288                   12.03
2133                  12.04
2247                  12.05
486                   12.06
780                   12.07
755                   12.08
1086                  12.09
441                   12.10
1182                  12.11
156                   12.12
2181                  12.13
1002                  12.14
99                    12.15
1042                  12.16
2043                  12.17
1022                  12.18
28                    12.19
1326                  12.20
1031                  12.21
955                   12.22
1355                  12.23
140                   12.24
1714                  12.25
1023                  12.26
489                   12.27
977                   12.28
178                   12.29
1476                  12.30
834                   12.31
1511                  12.32
847                   12.33
1084                  12.34
262                   12.35
415                   12.36
1131                  12.37
130                   12.38
1573                  12.39
855                   12.40
644                   12.41
454                   12.42
2068                  12.43
1381                  12.44
1334                  12.45
1615                  12.46
1234                  12.47
62                    12.48
1429                  12.49
1169                  12.50
226                   12.51
2154                  12.52
1691                  12.53
1222                  12.54
898                   12.55
12                    12.56
409                   12.57
690                   12.58
1797                  12.59
149                   12.60
790                   12.61
714                   12.62
1562                  12.63
853                   12.64
1243                  12.65
727                   12.66
1491                  12.67
2212                  12.68
533                   12.69
1187                  12.70
1059                  12.71
1554                  12.72
2088                  12.73
42                    12.74
711                   12.75
1575                  12.76
2469                  12.77
416                   12.78
545                   12.79
1688                  12.80
2519                  12.81
1793                  12.82
550                   12.83
514                   12.84
862                   12.85
133                   12.86
578                   12.87
722                   12.88
1662                  12.89
432                   12.90
2174                  12.91
1248                  12.92
1401                  12.93
674                   12.94
981                   12.95
1127                  12.96
308                   12.97
1168                  12.98
241                   12.99
274                   13.00
2376                  13.01
1737                  13.02
1608                  13.03
1640                  13.04
1233                  13.05
381                   13.06
1699                  13.07
1110                  13.08
300                   13.09
360                   13.10
693                   13.11
1932                  13.12
833                   13.13
1116                  13.14
1765                  13.15
60                    13.16
89                    13.17
633                   13.18
669                   13.19
921                   13.20
1467                  13.21
20                    13.22
1162                  13.23
1583                  13.24
482                   13.25
651                   13.26
2252                  13.27
824                   13.28
2248                  13.29
391                   13.30
1805                  13.31
104                   13.32
406                   13.33
888                   13.34
234                   13.35
1482                  13.36
376                   13.37
729                   13.38
1191                  13.39
1165                  13.40
653                   13.41
566                   13.42
2119                  13.43
900                   13.44
526                   13.45
411                   13.46
970                   13.47
1082                  13.48
1463                  13.49
459                   13.50
1252                  13.51
2204                  13.52
1347                  13.53
1469                  13.54
1902                  13.55
664                   13.56
1196                  13.57
1488                  13.58
1479                  13.59
1439                  13.60
1770                  13.61
1649                  13.62
724                   13.63
2031                  13.64
204                   13.65
388                   13.66
316                   13.67
865                   13.68
923                   13.69
465                   13.70
2394                  13.71
54                    13.72
1744                  13.73
1842                  13.74
1200                  13.75
362                   13.76
785                   13.77
662                   13.78
1671                  13.79
1952                  13.80
429                   13.81
765                   13.82
606                   13.83
1251                  13.84
1342                  13.85
2049                  13.86
276                   13.87
1715                  13.88
1302                  13.89
458                   13.90
1329                  13.91
372                   13.92
2210                  13.93
1242                  13.94
880                   13.95
848                   13.96
26                    13.97
189                   13.98
1365                  13.99
479                   14.00
1123                  14.01
2261                  14.02
2300                  14.03
240                   14.04
743                   14.05
2443                  14.06
1416                  14.07
1146                  14.08
319                   14.09
1596                  14.10
1359                  14.11
1959                  14.12
828                   14.13
811                   14.14
107                   14.15
2060                  14.16
499                   14.17
710                   14.18
1050                  14.19
1484                  14.20
1586                  14.21
1913                  14.22
431                   14.23
1757                  14.24
1718                  14.25
1861                  14.26
410                   14.27
1746                  14.28
1330                  14.29
1886                  14.30
2459                  14.31
1775                  14.32
788                   14.33
628                   14.34
1549                  14.35
1340                  14.36
938                   14.37
1106                  14.38
2546                  14.39
1492                  14.40
2199                  14.41
490                   14.42
252                   14.43
1253                  14.44
1724                  14.45
1446                  14.46
1515                  14.47
335                   14.48
682                   14.49
1835                  14.50
180                   14.51
368                   14.52
1870                  14.53
985                   14.54
1478                  14.55
329                   14.56
1335                  14.57
2110                  14.58
1076                  14.59
1887                  14.60
670                   14.61
2517                  14.62
730                   14.63
586                   14.64
575                   14.65
350                   14.66
1503                  14.67
1701                  14.68
1453                  14.69
1956                  14.70
1388                  14.71
2471                  14.72
1272                  14.73
1403                  14.74
974                   14.75
1976                  14.76
738                   14.77
1027                  14.78
2228                  14.79
93                    14.80
109                   14.81
2438                  14.82
211                   14.83
1012                  14.84
2413                  14.85
2203                  14.86
207                   14.87
1471                  14.88
1249                  14.89
2280                  14.90
1988                  14.91
1394                  14.92
1702                  14.93
1122                  14.94
654                   14.95
804                   14.96
820                   14.97
944                   14.98
603                   14.99
144                   15.00
732                   15.01
656                   15.02
2073                  15.03
1602                  15.04
803                   15.05
999                   15.06
561                   15.07
2230                  15.08
1656                  15.09
427                   15.10
504                   15.11
799                   15.12
1038                  15.13
502                   15.14
657                   15.15
466                   15.16
879                   15.17
2227                  15.18
1682                  15.19
347                   15.20
1201                  15.21
25                    15.22
166                   15.23
419                   15.24
565                   15.25
1676                  15.26
789                   15.27
721                   15.28
1681                  15.29
679                   15.30
698                   15.31
1794                  15.32
473                   15.33
713                   15.34
1215                  15.35
1674                  15.36
1934                  15.37
95                    15.38
73                    15.39
560                   15.40
976                   15.41
1877                  15.42
2487                  15.43
1809                  15.44
1069                  15.45
1565                  15.46
555                   15.47
1268                  15.48
672                   15.49
179                   15.50
2141                  15.51
162                   15.52
247                   15.53
1124                  15.54
1651                  15.55
1281                  15.56
232                   15.57
210                   15.58
2586                  15.59
279                   15.60
1192                  15.61
206                   15.62
483                   15.63
2177                  15.64
2392                  15.65
2329                  15.66
709                   15.67
556                   15.68
2098                  15.69
470                   15.70
45                    15.71
227                   15.72
1324                  15.73
1303                  15.74
1051                  15.75
2197                  15.76
1262                  15.77
954                   15.78
1666                  15.79
116                   15.80
2090                  15.81
1589                  15.82
1821                  15.83
642                   15.84
2381                  15.85
471                   15.86
393                   15.87
2281                  15.88
1137                  15.89
463                   15.90
1597                  15.91
1816                  15.92
897                   15.93
1219                  15.94
2165                  15.95
1505                  15.96
250                   15.97
963                   15.98
1570                  15.99
951                   16.00
22                    16.01
2603                  16.02
164                   16.03
2762                  16.04
1305                  16.05
1377                  16.06
2602                  16.07
1308                  16.08
1528                  16.09
158                   16.10
940                   16.11
9                     16.12
405                   16.13
761                   16.14
1450                  16.15
1993                  16.16
444                   16.17
1558                  16.18
1844                  16.19
403                   16.20
257                   16.21
224                   16.22
1171                  16.23
2385                  16.24
592                   16.25
757                   16.26
973                   16.27
1380                  16.28
1257                  16.29
151                   16.30
2371                  16.31
875                   16.32
370                   16.33
328                   16.34
254                   16.35
284                   16.36
784                   16.37
1668                  16.38
2415                  16.39
434                   16.40
512                   16.41
245                   16.42
1170                  16.43
106                   16.44
1113                  16.45
56                    16.46
508                   16.47
295                   16.48
289                   16.49
2260                  16.50
339                   16.51
1812                  16.52
330                   16.53
2124                  16.54
424                   16.55
68                    16.56
2243                  16.57
1546                  16.58
1402                  16.59
1534                  16.60
464                   16.61
1891                  16.62
159                   16.63
2430                  16.64
619                   16.65
841                   16.66
1457                  16.67
717                   16.68
643                   16.69
37                    16.70
2037                  16.71
433                   16.72
939                   16.73
132                   16.74
535                   16.75
1731                  16.76
728                   16.77
148                   16.78
1509                  16.79
501                   16.80
2627                  16.81
1978                  16.82
825                   16.83
914                   16.84
78                    16.85
1717                  16.86
941                   16.87
2507                  16.88
287                   16.89
1980                  16.90
127                   16.91
194                   16.92
472                   16.93
1994                  16.94
530                   16.95
1506                  16.96
2080                  16.97
1096                  16.98
1474                  16.99
1073                  17.00
296                   17.01
612                   17.02
435                   17.03
2274                  17.04
2349                  17.05
1056                  17.06
325                   17.07
313                   17.08
625                   17.09
1629                  17.10
468                   17.11
1636                  17.12
1539                  17.13
809                   17.14
309                   17.15
1126                  17.16
1235                  17.17
913                   17.18
810                   17.19
285                   17.20
1267                  17.21
2036                  17.22
1376                  17.23
1353                  17.24
896                   17.25
1621                  17.26
1161                  17.27
2258                  17.28
1410                  17.29
509                   17.30
935                   17.31
598                   17.32
823                   17.33
1289                  17.34
661                   17.35
849                   17.36
767                   17.37
1230                  17.38
1328                  17.39
1194                  17.40
2131                  17.41
942                   17.42
139                   17.43
145                   17.44
665                   17.45
1236                  17.46
1271                  17.47
518                   17.48
2551                  17.49
964                   17.50
584                   17.51
995                   17.52
922                   17.53
782                   17.54
1781                  17.55
1143                  17.56
404                   17.57
1517                  17.58
2072                  17.59
421                   17.60
202                   17.61
992                   17.62
1070                  17.63
1372                  17.64
1318                  17.65
783                   17.66
593                   17.67
135                   17.68
715                   17.69
623                   17.70
120                   17.71
924                   17.72
318                   17.73
184                   17.74
1873                  17.75
546                   17.76
1054                  17.77
1541                  17.78
1815                  17.79
1576                  17.80
173                   17.81
1696                  17.82
2153                  17.83
2616                  17.84
691                   17.85
739                   17.86
357                   17.87
1147                  17.88
1008                  17.89
1777                  17.90
816                   17.91
2695                  17.92
1346                  17.93
1792                  17.94
2322                  17.95
1100                  17.96
323                   17.97
503                   17.98
1309                  17.99
2028                  18.00
2186                  18.01
527                   18.02
2562                  18.03
2218                  18.04
1954                  18.05
397                   18.06
1510                  18.07
8                     18.08
737                   18.09
1613                  18.10
66                    18.11
596                   18.12
1504                  18.13
1016                  18.14
2669                  18.15
439                   18.16
197                   18.17
137                   18.18
2032                  18.19
125                   18.20
753                   18.21
1336                  18.22
948                   18.23
614                   18.24
1435                  18.25
1735                  18.26
2147                  18.27
143                   18.28
492                   18.29
119                   18.30
221                   18.31
1371                  18.32
1900                  18.33
494                   18.34
1304                  18.35
1560                  18.36
539                   18.37
641                   18.38
457                   18.39
2399                  18.40
573                   18.41
255                   18.42
1315                  18.43
17                    18.44
1434                  18.45
972                   18.46
1153                  18.47
1941                  18.48
1107                  18.49
299                   18.50
243                   18.51
932                   18.52
1111                  18.53
1151                  18.54
613                   18.55
1687                  18.56
1332                  18.57
51                    18.58
2752                  18.59
15                    18.60
663                   18.61
1307                  18.62
476                   18.63
863                   18.64
1521                  18.65
700                   18.66
1495                  18.67
997                   18.68
599                   18.69
199                   18.70
2479                  18.71
615                   18.72
1172                  18.73
2372                  18.74
647                   18.75
495                   18.76
812                   18.77
815                   18.78
64                    18.79
367                   18.80
2396                  18.81
1183                  18.82
1204                  18.83
846                   18.84
1039                  18.85
1563                  18.86
1733                  18.87
1366                  18.88
118                   18.89
1274                  18.90
1150                  18.91
1093                  18.92
1299                  18.93
1441                  18.94
805                   18.95
736                   18.96
2521                  18.97
943                   18.98
2089                  18.99
474                   19.00
1064                  19.01
2143                  19.02
778                   19.03
968                   19.04
1245                  19.05
307                   19.06
1256                  19.07
1277                  19.08
637                   19.09
331                   19.10
982                   19.11
1984                  19.12
649                   19.13
52                    19.14
911                   19.15
2201                  19.16
478                   19.17
1449                  19.18
2358                  19.19
1658                  19.20
2290                  19.21
904                   19.22
2455                  19.23
215                   19.24
952                   19.25
2194                  19.26
1566                  19.27
1311                  19.28
1908                  19.29
1460                  19.30
859                   19.31
2041                  19.32
185                   19.33
1431                  19.34
950                   19.35
513                   19.36
547                   19.37
1514                  19.38
548                   19.39
629                   19.40
1543                  19.41
1545                  19.42
1210                  19.43
902                   19.44
1747                  19.45
498                   19.46
55                    19.47
1533                  19.48
2014                  19.49
666                   19.50
2460                  19.51
817                   19.52
1530                  19.53
957                   19.54
537                   19.55
510                   19.56
819                   19.57
1083                  19.58
1425                  19.59
1513                  19.60
667                   19.61
779                   19.62
163                   19.63
365                   19.64
697                   19.65
364                   19.66
936                   19.67
758                   19.68
126                   19.69
712                   19.70
460                   19.71
96                    19.72
795                   19.73
238                   19.74
487                   19.75
975                   19.76
1297                  19.77
1501                  19.78
770                   19.79
1440                  19.80
1341                  19.81
1010                  19.82
1226                  19.83
967                   19.84
2149                  19.85
806                   19.86
2002                  19.87
1811                  19.88
1173                  19.89
937                   19.90
379                   19.91
646                   19.92
351                   19.93
916                   19.94
442                   19.95
76                    19.96
2606                  19.97
521                   19.98
1532                  19.99
3                     20.00
38                    20.01
769                   20.02
1344                  20.03
298                   20.04
540                   20.05
239                   20.06
1799                  20.07
1112                  20.08
1062                  20.09
1387                  20.10
422                   20.11
2604                  20.12
417                   20.13
626                   20.14
2657                  20.15
186                   20.16
2366                  20.17
1354                  20.18
609                   20.19
1669                  20.20
456                   20.21
65                    20.22
1384                  20.23
1930                  20.24
529                   20.25
338                   20.26
1933                  20.27
1659                  20.28
866                   20.29
1598                  20.30
14                    20.31
1588                  20.32
1839                  20.33
29                    20.34
1909                  20.35
1944                  20.36
787                   20.37
1522                  20.38
2755                  20.39
1396                  20.40
1224                  20.41
1995                  20.42
2127                  20.43
2345                  20.44
1939                  20.45
673                   20.46
2024                  20.47
1407                  20.48
1383                  20.49
98                    20.50
719                   20.51
50                    20.52
835                   20.53
480                   20.54
2317                  20.55
1130                  20.56
67                    20.57
2475                  20.58
217                   20.59
1868                  20.60
735                   20.61
557                   20.62
2739                  20.63
88                    20.64
2303                  20.65
2439                  20.66
516                   20.67
591                   20.68
1780                  20.69
111                   20.70
1255                  20.71
2213                  20.72
83                    20.73
655                   20.74
857                   20.75
2175                  20.76
2579                  20.77
2565                  20.78
707                   20.79
383                   20.80
567                   20.81
1231                  20.82
832                   20.83
1367                  20.84
322                   20.85
2091                  20.86
2323                  20.87
47                    20.88
2712                  20.89
1075                  20.90
258                   20.91
893                   20.92
183                   20.93
694                   20.94
352                   20.95
500                   20.96
1657                  20.97
2402                  20.98
1205                  20.99
1755                  21.00
84                    21.01
1456                  21.02
793                   21.03
1837                  21.04
1348                  21.05
1298                  21.06
1519                  21.07
1958                  21.08
2239                  21.09
177                   21.10
1498                  21.11
1600                  21.12
2285                  21.13
587                   21.14
1858                  21.15
1091                  21.16
1089                  21.17
1265                  21.18
1458                  21.19
683                   21.20
1936                  21.21
794                   21.22
1705                  21.23
1181                  21.24
543                   21.25
1899                  21.26
2585                  21.27
740                   21.28
437                   21.29
1037                  21.30
86                    21.31
607                   21.32
79                    21.33
1232                  21.34
2279                  21.35
2355                  21.36
884                   21.37
531                   21.38
282                   21.39
2190                  21.40
1065                  21.41
1216                  21.42
676                   21.43
2140                  21.44
1894                  21.45
1631                  21.46
829                   21.47
2108                  21.48
563                   21.49
386                   21.50
2221                  21.51
1698                  21.52
1618                  21.53
983                   21.54
1319                  21.55
1734                  21.56
1392                  21.57
49                    21.58
363                   21.59
686                   21.60
1413                  21.61
1095                  21.62
1397                  21.63
57                    21.64
749                   21.65
581                   21.66
305                   21.67
455                   21.68
181                   21.69
1783                  21.70
702                   21.71
443                   21.72
58                    21.73
1314                  21.74
1968                  21.75
2063                  21.76
1214                  21.77
1066                  21.78
1634                  21.79
2302                  21.80
1527                  21.81
69                    21.82
280                   21.83
176                   21.84
332                   21.85
1949                  21.86
854                   21.87
1911                  21.88
138                   21.89
1195                  21.90
412                   21.91
993                   21.92
576                   21.93
1412                  21.94
600                   21.95
272                   21.96
2312                  21.97
1778                  21.98
960                   21.99
2621                  22.00
821                   22.01
874                   22.02
622                   22.03
2178                  22.04
344                   22.05
953                   22.06
1034                  22.07
136                   22.08
2150                  22.09
570                   22.10
1859                  22.11
685                   22.12
2331                  22.13
2751                  22.14
1727                  22.15
1764                  22.16
2429                  22.17
1322                  22.18
1155                  22.19
230                   22.20
1339                  22.21
580                   22.22
1547                  22.23
1362                  22.24
1363                  22.25
306                   22.26
987                   22.27
1462                  22.28
1021                  22.29
927                   22.30
1644                  22.31
1134                  22.32
1459                  22.33
910                   22.34
256                   22.35
1751                  22.36
1845                  22.37
175                   22.38
519                   22.39
1000                  22.40
2357                  22.41
1295                  22.42
1796                  22.43
1391                  22.44
2094                  22.45
2543                  22.46
283                   22.47
802                   22.48
271                   22.49
1166                  22.50
134                   22.51
1788                  22.52
1374                  22.53
453                   22.54
1774                  22.55
265                   22.56
155                   22.57
1358                  22.58
449                   22.59
1892                  22.60
497                   22.61
1419                  22.62
380                   22.63
2365                  22.64
2027                  22.65
1414                  22.66
1052                  22.67
2193                  22.68
1152                  22.69
2545                  22.70
61                    22.71
1862                  22.72
2113                  22.73
1338                  22.74
1888                  22.75
2419                  22.76
2246                  22.77
1176                  22.78
2242                  22.79
108                   22.80
462                   22.81
2568                  22.82
1455                  22.83
1633                  22.84
2561                  22.85
291                   22.86
2611                  22.87
438                   22.88
1055                  22.89
1580                  22.90
1881                  22.91
1617                  22.92
152                   22.93
1451                  22.94
2304                  22.95
2456                  22.96
1472                  22.97
2582                  22.98
1203                  22.99
2115                  23.00
1773                  23.01
1903                  23.02
571                   23.03
2328                  23.04
2709                  23.05
1973                  23.06
436                   23.07
1418                  23.08
1628                  23.09
1043                  23.10
301                   23.11
891                   23.12
214                   23.13
1296                  23.14
1468                  23.15
869                   23.16
2549                  23.17
92                    23.18
1045                  23.19
687                   23.20
114                   23.21
1762                  23.22
931                   23.23
2048                  23.24
1568                  23.25
895                   23.26
1864                  23.27
1763                  23.28
1430                  23.29
2318                  23.30
485                   23.31
1500                  23.32
929                   23.33
2017                  23.34
1238                  23.35
302                   23.36
2386                  23.37
1207                  23.38
742                   23.39
2035                  23.40
1742                  23.41
635                   23.42
225                   23.43
1223                  23.44
909                   23.45
2405                  23.46
378                   23.47
692                   23.48
2109                  23.49
1405                  23.50
5                     23.51
1531                  23.52
129                   23.53
192                   23.54
892                   23.55
2023                  23.56
2414                  23.57
2424                  23.58
775                   23.59
1499                  23.60
2588                  23.61
1790                  23.62
2249                  23.63
648                   23.64
1018                  23.65
611                   23.66
1273                  23.67
1578                  23.68
2096                  23.69
249                   23.70
1285                  23.71
1741                  23.72
1832                  23.73
766                   23.74
235                   23.75
610                   23.76
2008                  23.77
223                   23.78
706                   23.79
237                   23.80
1189                  23.81
928                   23.82
873                   23.83
273                   23.84
481                   23.85
394                   23.86
1260                  23.87
2299                  23.88
684                   23.89
2100                  23.90
1071                  23.91
718                   23.92
872                   23.93
80                    23.94
1660                  23.95
484                   23.96
2038                  23.97
2454                  23.98
2465                  23.99
53                    24.00
2071                  24.01
886                   24.02
290                   24.03
980                   24.04
2615                  24.05
2065                  24.06
1875                  24.07
2321                  24.08
110                   24.09
524                   24.10
2547                  24.11
1087                  24.12
1259                  24.13
101                   24.14
1250                  24.15
818                   24.16
2292                  24.17
1738                  24.18
1427                  24.19
2070                  24.20
1237                  24.21
1525                  24.22
1220                  24.23
867                   24.24
2732                  24.25
2531                  24.26
814                   24.27
2033                  24.28
304                   24.29
720                   24.30
2061                  24.31
2144                  24.32
1300                  24.33
361                   24.34
2658                  24.35
624                   24.36
2576                  24.37
1159                  24.38
259                   24.39
1801                  24.40
1924                  24.41
2412                  24.42
2425                  24.43
1290                  24.44
2077                  24.45
2452                  24.46
1622                  24.47
505                   24.48
1526                  24.49
1689                  24.50
2598                  24.51
2104                  24.52
925                   24.53
1897                  24.54
1068                  24.55
1085                  24.56
748                   24.57
934                   24.58
2535                  24.59
636                   24.60
2387                  24.61
2122                  24.62
2170                  24.63
430                   24.64
2504                  24.65
389                   24.66
1317                  24.67
2219                  24.68
1728                  24.69
2679                  24.70
843                   24.71
2185                  24.72
2009                  24.73
2021                  24.74
2540                  24.75
314                   24.76
1190                  24.77
701                   24.78
1507                  24.79
1951                  24.80
2416                  24.81
70                    24.82
2515                  24.83
558                   24.84
382                   24.85
2264                  24.86
2352                  24.87
187                   24.88
2570                  24.89
2462                  24.90
1477                  24.91
680                   24.92
174                   24.93
2656                  24.94
1524                  24.95
988                   24.96
153                   24.97
1493                  24.98
1254                  24.99
2444                  25.00
2233                  25.01
2354                  25.02
991                   25.03
2655                  25.04
996                   25.06
2470                  25.08
1947                  25.09
808                   25.10
1923                  25.11
395                   25.12
1910                  25.13
2309                  25.15
2785                  25.16
1310                  25.17
1982                  25.18
2209                  25.20
2780                  25.21
2055                  25.22
1703                  25.23
2715                  25.24
105                   25.26
2461                  25.27
2205                  25.29
2142                  25.31
1964                  25.32
2648                  25.35
2651                  25.36
2581                  25.38
520                   25.40
2821                  25.43
1883                  25.44
2578                  25.45
2436                  25.46
2125                  25.48
2171                  25.50
2693                  25.52
2369                  25.53
1120                  25.54
2761                  25.55
1411                  25.56
2050                  25.57
2501                  25.58
2680                  25.60
2692                  25.61
2765                  25.63
2771                  25.65
1661                  25.66
2526                  25.68
2567                  25.69
887                   25.70
2644                  25.71
2259                  25.72
2206                  25.73
2423                  25.74
1630                  25.75
2763                  25.76
2409                  25.77
2253                  25.78
2741                  25.79
2231                  25.80
2594                  25.82
2619                  25.85
2134                  25.87
2039                  25.88
2324                  25.89
2466                  25.90
1874                  25.91
1826                  25.93
1408                  25.97
1918                  25.98
2277                  26.00
2553                  26.02
2458                  26.03
2390                  26.04
2820                  26.05
534                   26.06
2362                  26.08
2368                  26.09
708                   26.11
1719                  26.12
1180                  26.13
1577                  26.14
2789                  26.15
1011                  26.16
2359                  26.18
2537                  26.19
2776                  26.20
2346                  26.21
1028                  26.22
2472                  26.25
2733                  26.26
2781                  26.29
2593                  26.31
1179                  26.32
2653                  26.33
402                   26.34
2482                  26.36
2400                  26.38
1420                  26.40
2172                  26.43
2573                  26.44
2097                  26.45
2520                  26.46
2337                  26.47
2294                  26.49
1685                  26.51
19                    26.53
2196                  26.54
2756                  26.55
2563                  26.60
1670                  26.61
2736                  26.62
2757                  26.63
1364                  26.64
2342                  26.66
1749                  26.67
918                   26.68
1979                  26.69
2753                  26.70
2675                  26.71
2782                  26.73
907                   26.75
2013                  26.76
2093                  26.77
2084                  26.78
1606                  26.79
2764                  26.80
1905                  26.82
2289                  26.83
2383                  26.84
201                   26.85
582                   26.86
2103                  26.88
1860                  26.89
2640                  26.91
1552                  26.92
2572                  26.93
2265                  26.94
2766                  26.96
2516                  26.98
2688                  26.99
426                   27.00
2338                  27.01
1020                  27.02
2704                  27.04
2697                  27.07
2074                  27.14
1121                  27.15
2486                  27.18
1784                  27.20
1945                  27.21
1750                  27.22
2721                  27.24
2716                  27.25
2148                  27.26
2373                  27.27
2490                  27.28
2229                  27.29
2773                  27.31
2511                  27.33
604                   27.34
2435                  27.35
2123                  27.36
1760                  27.38
2696                  27.39
2730                  27.40
1723                  27.43
2629                  27.44
2374                  27.45
2746                  27.46
2245                  27.48
2583                  27.50
2723                  27.51
2129                  27.52
2659                  27.53
2689                  27.54
112                   27.55
2633                  27.58
1379                  27.60
2767                  27.62
2478                  27.63
2278                  27.64
0                     27.65
2232                  27.66
577                   27.67
2631                  27.68
2592                  27.71
1395                  27.73
2702                  27.75
745                   27.76
2649                  27.77
1009                  27.78
2740                  27.80
2734                  27.81
2660                  27.82
2288                  27.83
1922                  27.84
2477                  27.86
2783                  27.87
2483                  27.90
2514                  27.91
345                   27.92
2630                  27.93
1163                  27.94
2272                  27.95
2725                  27.96
2614                  27.98
2550                  28.00
2132                  28.05
420                   28.06
2744                  28.08
2538                  28.12
2450                  28.13
2769                  28.14
1594                  28.15
2749                  28.18
2308                  28.19
2187                  28.20
1048                  28.21
2198                  28.22
2575                  28.23
2775                  28.24
1820                  28.26
2610                  28.28
2759                  28.29
2623                  28.30
1540                  28.31
488                   28.32
2779                  28.33
1915                  28.34
2509                  28.37
336                   28.40
2211                  28.41
2158                  28.42
2607                  28.45
2698                  28.48
2778                  28.50
2533                  28.54
2777                  28.55
2407                  28.58
2622                  28.60
2713                  28.61
2608                  28.62
1998                  28.63
1955                  28.64
2056                  28.65
2641                  28.66
2327                  28.68
2705                  28.70
2293                  28.72
2166                  28.74
2336                  28.75
2473                  28.76
1753                  28.77
1454                  28.78
2577                  28.79
2703                  28.80
2726                  28.81
2788                  28.82
969                   28.83
861                   28.84
2428                  28.85
1884                  28.87
2485                  28.89
2676                  28.91
2069                  28.92
2544                  28.93
2214                  28.98
2681                  29.00
2530                  29.01
2617                  29.02
1828                  29.03
294                   29.04
2729                  29.07
2747                  29.08
1208                  29.09
2683                  29.11
2353                  29.12
2624                  29.13
2745                  29.15
2654                  29.16
2356                  29.18
2564                  29.19
2494                  29.20
2590                  29.21
1758                  29.25
851                   29.26
2722                  29.27
1444                  29.29
2053                  29.30
2566                  29.31
1592                  29.35
1382                  29.36
2666                  29.38
2580                  29.40
2505                  29.42
1929                  29.43
24                    29.44
2743                  29.45
2720                  29.46
2012                  29.48
2671                  29.57
2571                  29.58
2738                  29.60
1876                  29.61
2182                  29.62
2787                  29.63
2051                  29.64
2620                  29.65
2727                  29.71
1601                  29.72
1361                  29.73
2447                  29.76
2682                  29.77
2677                  29.78
2742                  29.82
123                   29.85
1791                  29.86
2431                  29.88
2690                  29.89
1967                  29.92
2503                  29.93
2597                  29.99
dtype: float64

###############

Frequency distribution of unique values => 

 0.00    170
18.00     40
12.00     39
13.20     36
12.48     35
19.20     34
16.80     33
 6.00     33
13.50     32
14.29     32
21.60     32
 8.40     31
 4.80     31
15.60     31
15.00     31
20.40     31
12.86     30
12.69     30
14.76     29
17.40     29
14.97     29
14.40     28
10.80     28
 9.60     28
 7.80     28
17.04     28
15.63     28
12.62     28
15.84     28
10.64     27
 8.88     27
 7.00     27
16.20     26
13.68     26
12.50     26
15.86     26
10.03     26
12.96     26
10.00     26
15.38     26
 9.81     26
10.20     25
14.36     25
 6.76     25
16.77     25
15.31     25
14.34     25
 9.80     25
 7.20     25
 9.00     25
11.50     25
14.33     25
13.10     25
18.72     25
 5.88     24
14.73     24
14.54     24
16.56     24
 9.50     24
13.75     24
18.17     24
14.93     24
13.77     24
13.51     24
11.85     24
13.71     24
16.95     24
 7.78     24
11.35     24
11.84     24
11.22     24
14.74     24
 9.48     24
16.32     24
12.28     24
14.63     24
 9.12     24
14.44     24
 9.17     24
18.45     23
15.36     23
12.32     23
11.89     23
12.27     23
12.87     23
14.00     23
10.16     23
20.18     23
18.12     23
10.08     23
19.15     23
 5.52     23
15.50     23
11.76     23
10.68     23
10.38     23
14.35     23
12.54     23
13.90     23
 6.65     23
 9.66     23
16.15     23
12.60     23
12.74     23
 9.18     23
14.05     23
 7.76     23
15.20     23
10.90     23
10.43     23
 7.92     23
10.28     23
18.60     23
23.52     23
 7.15     23
18.14     23
13.86     22
13.16     22
11.30     22
16.76     22
14.08     22
10.72     22
18.68     22
10.35     22
 9.47     22
11.09     22
 9.43     22
15.45     22
 9.57     22
13.00     22
14.37     22
18.20     22
 9.78     22
13.65     22
12.59     22
16.26     22
 9.55     22
16.33     22
14.13     22
 8.86     22
13.39     22
10.77     22
 8.52     22
 5.24     22
14.26     22
11.13     22
21.00     22
11.00     22
14.80     22
16.74     22
14.47     22
13.28     22
 3.60     22
10.32     22
15.06     22
11.04     22
15.74     22
16.94     22
17.67     22
19.52     22
14.60     22
13.76     21
11.42     21
 8.16     21
15.12     21
13.33     21
15.10     21
12.92     21
12.52     21
12.65     21
13.08     21
14.19     21
11.19     21
12.19     21
16.54     21
11.25     21
15.55     21
15.87     21
13.42     21
17.48     21
 7.71     21
14.07     21
10.45     21
13.92     21
 7.29     21
12.29     21
13.96     21
12.38     21
18.62     21
14.21     21
 8.80     21
19.68     21
 9.44     21
14.42     21
13.49     21
10.05     21
24.00     21
19.63     21
17.63     21
13.73     21
17.64     21
10.71     21
15.21     21
15.47     21
19.90     21
14.90     21
11.80     21
17.16     21
19.65     21
20.04     21
10.91     21
16.40     21
19.78     21
10.56     21
18.18     21
 7.88     21
 6.38     21
24.60     21
15.77     21
13.57     21
 5.47     21
15.05     21
 9.27     21
13.17     21
 6.40     21
11.93     21
21.33     21
 8.85     20
12.83     20
12.67     20
16.49     20
12.30     20
11.39     20
19.75     20
13.70     20
15.53     20
18.28     20
20.16     20
18.70     20
 8.21     20
 8.49     20
 8.93     20
12.75     20
20.06     20
15.07     20
14.59     20
17.54     20
14.46     20
16.08     20
14.75     20
11.70     20
17.81     20
11.77     20
22.50     20
20.88     20
 7.33     20
18.30     20
13.23     20
 6.60     20
 3.00     20
15.14     20
16.03     20
17.27     20
17.15     20
11.88     20
13.40     20
 8.50     20
18.19     20
12.58     20
14.43     20
16.44     20
17.56     20
14.65     20
 9.75     20
20.69     20
 9.90     20
15.27     20
12.24     20
 8.91     20
13.60     20
11.64     20
14.14     20
17.00     20
11.10     20
 8.95     20
13.87     20
12.70     20
17.58     20
13.41     20
17.06     20
15.26     20
11.90     20
19.10     20
17.95     20
12.44     20
19.36     20
 4.08     20
 3.33     20
 7.26     20
 4.46     20
20.59     20
16.87     20
 8.43     20
22.24     20
11.69     20
22.83     20
12.98     20
15.28     20
 1.00     19
19.61     19
 7.08     19
17.68     19
 8.00     19
14.82     19
17.34     19
19.95     19
 6.17     19
 9.45     19
 8.97     19
15.41     19
11.73     19
10.50     19
10.54     19
13.53     19
20.00     19
 9.23     19
17.31     19
 6.36     19
17.82     19
15.69     19
16.13     19
16.06     19
 4.62     19
14.77     19
 7.47     19
14.25     19
11.56     19
 2.00     19
14.15     19
18.88     19
 6.81     19
 1.80     19
11.24     19
22.43     19
14.67     19
 7.75     19
10.11     19
 8.67     19
 0.60     19
 8.64     19
20.32     19
 1.68     19
14.57     19
 7.83     19
11.41     19
10.44     19
14.22     19
 7.68     19
16.89     19
15.44     19
14.10     19
19.44     19
13.79     19
 8.19     19
21.48     19
12.90     19
11.37     19
10.59     19
12.17     19
10.37     19
12.91     19
14.86     19
12.31     19
19.00     19
19.82     19
17.18     19
12.46     19
14.66     19
18.84     19
 6.72     19
11.47     19
 9.30     19
15.58     19
14.27     19
 7.98     19
20.96     19
16.72     19
 6.75     19
13.09     19
 8.94     19
11.31     19
14.88     19
18.24     18
19.88     18
13.91     18
16.29     18
15.49     18
 5.70     18
17.93     18
16.51     18
20.25     18
18.48     18
14.56     18
18.53     18
19.32     18
12.36     18
14.71     18
 8.13     18
 5.06     18
15.54     18
 5.08     18
 6.35     18
14.06     18
15.23     18
17.26     18
11.91     18
22.38     18
17.50     18
 2.40     18
 8.92     18
10.74     18
16.99     18
 7.44     18
17.71     18
 7.13     18
 7.56     18
14.23     18
14.69     18
14.28     18
 4.00     18
12.16     18
12.39     18
18.35     18
 4.96     18
10.82     18
 7.62     18
15.80     18
12.76     18
12.07     18
16.38     18
16.46     18
16.42     18
16.27     18
 6.19     18
18.22     18
18.65     18
12.85     18
14.55     18
 9.89     18
 9.34     18
10.69     18
10.19     18
19.27     18
18.23     18
 8.33     18
 5.00     18
 8.70     18
14.78     18
14.52     18
13.44     18
16.52     18
10.96     18
18.39     18
10.94     18
12.93     18
20.29     18
 8.42     18
11.12     18
10.60     18
 8.58     18
15.89     18
19.31     18
22.08     18
16.63     18
 9.86     18
 8.25     18
 6.70     18
17.42     18
 4.74     18
 9.06     18
19.71     18
23.06     18
13.81     18
19.13     18
15.72     18
 9.70     18
13.85     18
11.36     18
 8.02     18
11.38     18
12.42     18
13.25     18
21.63     18
11.20     18
10.40     18
 7.40     18
14.45     17
 9.77     17
 8.04     17
15.75     17
23.12     17
10.92     17
12.66     17
11.55     17
 9.38     17
13.02     17
14.18     17
 8.82     17
19.05     17
16.83     17
 9.03     17
12.82     17
 7.97     17
19.86     17
22.69     17
 1.66     17
20.13     17
11.14     17
16.07     17
13.54     17
11.59     17
 9.82     17
20.83     17
21.02     17
12.45     17
13.03     17
10.76     17
18.89     17
13.94     17
10.34     17
12.15     17
15.64     17
 9.96     17
 9.05     17
15.17     17
 8.28     17
11.52     17
19.03     17
23.25     17
10.33     17
18.57     17
 6.20     17
12.21     17
 7.96     17
13.18     17
11.95     17
20.95     17
 6.33     17
16.69     17
19.42     17
22.06     17
12.73     17
12.55     17
 7.77     17
18.56     17
18.83     17
20.68     17
15.16     17
16.78     17
10.22     17
13.01     17
11.98     17
20.50     17
17.12     17
10.30     17
 4.32     17
18.09     17
11.34     17
22.15     17
13.48     17
 8.60     17
11.32     17
17.20     17
13.61     17
11.94     17
11.86     17
12.03     17
18.50     17
11.46     17
19.47     17
21.34     17
13.07     17
15.94     17
19.29     17
14.04     17
19.92     17
13.22     17
11.81     17
 8.56     17
10.04     17
11.82     17
19.93     17
15.32     17
 9.54     17
14.98     17
14.99     17
16.30     17
20.57     17
13.45     17
14.30     17
10.10     17
 8.36     17
17.07     17
17.57     17
 7.35     17
 8.34     17
13.26     17
16.50     17
17.11     17
15.02     17
10.41     17
14.38     17
10.52     17
12.84     17
19.06     17
 5.36     17
20.75     17
15.83     17
14.96     17
17.41     17
18.73     17
13.55     17
20.77     17
 8.06     17
20.10     17
21.31     17
13.30     17
 8.38     17
14.68     17
18.07     17
 9.51     17
12.20     17
14.70     17
17.28     17
13.38     17
17.80     17
19.53     17
 4.23     17
18.77     16
19.57     16
16.84     16
 9.63     16
18.82     16
10.23     16
11.68     16
15.34     16
 6.48     16
11.71     16
 9.24     16
 6.21     16
11.08     16
 7.04     16
 4.82     16
22.72     16
23.96     16
11.60     16
 9.65     16
14.51     16
14.92     16
19.33     16
16.92     16
17.90     16
16.23     16
20.52     16
10.62     16
14.94     16
10.97     16
22.22     16
15.56     16
 5.55     16
 7.85     16
17.69     16
 8.29     16
19.69     16
 7.50     16
22.41     16
 5.23     16
11.58     16
11.63     16
 9.35     16
22.25     16
20.54     16
21.85     16
 5.54     16
18.92     16
19.70     16
 2.80     16
10.67     16
14.64     16
17.70     16
16.36     16
22.36     16
19.02     16
 9.14     16
13.14     16
15.35     16
 9.92     16
10.95     16
23.85     16
11.75     16
17.52     16
 4.40     16
 1.53     16
10.25     16
 7.46     16
14.09     16
23.88     16
 5.93     16
21.64     16
13.88     16
22.63     16
13.63     16
14.12     16
10.78     16
21.52     16
 4.67     16
12.56     16
13.80     16
18.63     16
17.87     16
 5.04     16
20.82     16
17.03     16
 8.32     16
19.76     16
13.98     16
16.66     16
 9.25     16
16.67     16
11.33     16
15.42     16
11.57     16
 7.54     16
20.79     16
 6.90     16
14.58     16
 4.45     16
 8.22     16
17.46     16
 9.36     16
18.31     16
 8.57     16
 8.47     16
18.05     16
16.16     16
13.47     16
12.88     16
10.83     16
16.11     16
16.41     16
11.92     16
11.11     16
10.99     16
17.61     16
 8.90     16
16.00     16
 7.34     16
12.63     16
21.41     16
12.64     16
20.33     16
 8.46     16
11.67     16
15.46     16
15.57     16
22.91     16
 9.10     16
 5.44     16
13.36     16
 7.12     16
18.64     16
16.70     16
16.68     16
15.92     16
16.85     16
19.40     16
 6.24     16
 6.74     16
13.06     16
12.61     16
 3.81     16
11.07     16
13.43     16
10.86     16
21.96     16
16.75     15
 7.52     15
 8.89     15
22.98     15
17.45     15
 8.14     15
 9.20     15
 9.56     15
 5.86     15
 2.88     15
10.17     15
 6.94     15
13.89     15
 8.98     15
20.76     15
18.06     15
 4.15     15
10.88     15
19.66     15
12.08     15
 6.27     15
23.35     15
 2.50     15
15.79     15
15.90     15
15.48     15
16.45     15
 6.26     15
20.07     15
 0.50     15
15.68     15
14.83     15
12.26     15
15.18     15
20.11     15
 8.08     15
18.59     15
20.70     15
 5.84     15
12.09     15
17.62     15
 3.55     15
12.06     15
18.08     15
18.02     15
18.98     15
 7.27     15
18.75     15
13.67     15
13.11     15
 4.16     15
15.04     15
15.70     15
24.88     15
 3.50     15
17.97     15
 5.20     15
20.38     15
22.60     15
19.83     15
 9.09     15
 5.73     15
24.66     15
12.18     15
 6.78     15
 0.25     15
 6.63     15
 8.10     15
19.84     15
21.54     15
20.37     15
 9.19     15
10.66     15
15.09     15
16.65     15
 5.26     15
12.94     15
20.56     15
15.15     15
13.13     15
18.69     15
22.74     15
12.80     15
10.48     15
 8.96     15
22.34     15
20.51     15
23.64     15
22.28     15
15.82     15
 4.43     15
10.61     15
17.76     15
 7.30     15
10.57     15
 9.87     15
 9.33     15
20.02     15
18.29     15
18.85     15
 5.38     15
 4.97     15
 5.57     15
 8.07     15
20.67     15
18.26     15
 9.76     15
19.50     15
10.27     15
14.84     15
14.95     15
11.23     15
17.79     15
11.40     15
 9.21     15
22.16     15
20.31     15
15.24     15
21.32     15
21.83     15
 7.25     15
10.75     15
15.11     15
20.94     15
12.71     15
 6.05     15
22.29     15
 8.03     15
18.90     15
 5.89     15
 8.05     15
10.02     15
 9.08     15
10.42     15
18.78     15
 8.69     15
17.72     15
16.53     15
13.29     15
15.67     15
10.65     15
 5.29     15
16.62     15
20.28     15
18.16     15
 8.45     15
20.19     15
12.97     15
20.45     15
 9.67     15
21.90     15
 7.66     14
19.80     14
11.28     14
17.77     14
14.50     14
13.99     14
 7.89     14
17.65     14
13.64     14
 1.20     14
22.71     14
14.24     14
18.13     14
 7.36     14
16.98     14
14.91     14
15.97     14
22.80     14
11.29     14
15.81     14
19.37     14
22.75     14
20.46     14
17.88     14
 7.10     14
22.32     14
21.23     14
 7.95     14
16.73     14
 0.72     14
 4.68     14
19.11     14
17.94     14
 4.36     14
16.22     14
22.52     14
11.16     14
17.01     14
 7.03     14
16.86     14
15.78     14
20.64     14
 3.48     14
 9.79     14
 2.42     14
12.78     14
 7.70     14
12.72     14
 5.56     14
11.49     14
 6.55     14
 4.71     14
18.43     14
 7.94     14
21.70     14
16.04     14
 0.75     14
 7.02     14
 7.53     14
 7.14     14
11.27     14
16.05     14
19.25     14
 8.66     14
11.45     14
17.25     14
 9.84     14
 3.42     14
16.43     14
21.08     14
13.27     14
 5.67     14
 2.32     14
 8.51     14
21.10     14
19.01     14
 8.20     14
 6.14     14
21.12     14
11.43     14
17.02     14
 3.98     14
22.10     14
16.55     14
16.48     14
 2.10     14
10.58     14
23.13     14
21.92     14
10.70     14
 4.88     14
17.43     14
13.56     14
19.60     14
19.08     14
23.92     14
24.40     14
17.10     14
10.15     14
17.33     14
 9.72     14
19.30     14
 6.10     14
19.48     14
22.92     14
23.94     14
 6.51     14
18.04     14
16.12     14
21.69     14
16.14     14
 3.84     14
15.91     14
 8.78     14
16.21     14
13.24     14
 8.09     14
10.14     14
22.05     14
 4.72     14
19.04     14
16.71     14
23.23     14
16.58     14
20.47     14
19.87     14
19.23     14
 5.97     14
23.18     14
15.93     14
13.82     14
13.93     14
19.34     14
13.58     14
 4.10     14
 1.50     14
13.31     14
 7.16     14
 8.77     14
13.35     14
19.43     14
22.53     14
24.13     14
 7.67     14
14.85     14
13.84     14
20.42     14
16.60     14
23.10     14
10.63     14
 7.09     14
 7.05     14
22.11     14
22.03     14
 6.83     14
22.45     14
16.17     14
 9.74     14
 3.31     14
13.97     14
12.11     14
13.37     14
18.86     14
 8.71     14
 1.44     14
10.89     14
21.28     14
 5.28     14
21.93     14
17.30     14
 7.84     14
18.38     14
 9.29     14
 9.68     14
10.49     14
 3.54     14
16.82     14
13.34     14
12.99     14
 3.77     13
20.92     13
22.56     13
18.80     13
 4.24     13
 5.74     13
18.91     13
23.20     13
 9.61     13
 6.25     13
22.27     13
 9.99     13
 7.82     13
17.86     13
 2.64     13
22.09     13
22.58     13
15.73     13
21.15     13
18.76     13
 3.16     13
22.23     13
 3.88     13
16.25     13
15.95     13
 8.59     13
22.57     13
23.54     13
 9.73     13
22.88     13
24.68     13
16.10     13
21.14     13
 8.48     13
15.71     13
 6.52     13
 6.41     13
19.67     13
 3.02     13
 9.11     13
16.31     13
 6.02     13
 4.26     13
 9.69     13
13.72     13
23.36     13
12.12     13
 1.92     13
 9.32     13
14.03     13
14.49     13
 4.38     13
23.41     13
18.61     13
22.99     13
 5.58     13
17.60     13
21.53     13
21.43     13
24.54     13
13.62     13
20.49     13
21.21     13
 0.43     13
21.49     13
15.43     13
21.05     13
23.16     13
12.25     13
17.44     13
21.36     13
 3.89     13
23.71     13
 8.55     13
24.20     13
10.26     13
21.46     13
 4.29     13
 4.60     13
16.97     13
 0.86     13
17.59     13
23.91     13
 9.01     13
 9.07     13
 3.97     13
21.09     13
 7.74     13
13.32     13
19.09     13
 9.62     13
 4.84     13
 8.73     13
 6.64     13
 8.62     13
 5.60     13
 7.42     13
11.74     13
12.53     13
18.95     13
 8.87     13
20.90     13
 5.41     13
 5.91     13
 5.76     13
 8.75     13
20.93     13
14.11     13
12.89     13
11.61     13
 5.68     13
14.48     13
15.88     13
 5.64     13
 6.86     13
19.14     13
17.23     13
19.96     13
19.24     13
17.32     13
20.84     13
 4.06     13
 9.49     13
21.16     13
15.39     13
13.05     13
 5.69     13
 6.67     13
15.40     13
17.83     13
22.49     13
11.65     13
 9.39     13
17.21     13
18.40     13
18.93     13
 9.02     13
18.11     13
24.39     13
24.12     13
11.44     13
21.98     13
24.94     13
 7.60     13
11.18     13
19.98     13
14.31     13
22.13     13
 3.13     13
21.24     13
11.17     13
18.51     13
 9.26     13
 1.63     13
10.46     13
16.35     13
11.02     13
19.22     13
 3.22     13
13.19     13
23.43     13
20.81     13
15.29     13
 8.68     13
10.29     13
12.81     13
13.52     13
 4.95     13
18.44     13
13.74     13
 5.40     13
15.96     13
 6.43     13
14.16     13
 9.37     13
12.23     13
19.81     13
 6.62     13
12.22     13
14.72     13
15.62     13
 3.40     13
15.51     13
 6.15     13
12.04     13
22.54     13
10.85     12
13.04     12
20.73     12
21.07     12
22.12     12
19.89     12
23.14     12
 1.33     12
 2.77     12
 0.38     12
16.96     12
18.58     12
 0.28     12
10.39     12
21.97     12
 7.81     12
10.93     12
 5.90     12
20.22     12
11.15     12
12.49     12
 5.05     12
24.47     12
15.13     12
22.61     12
 7.99     12
 4.93     12
22.76     12
21.89     12
 2.31     12
 3.65     12
18.79     12
18.36     12
19.49     12
15.22     12
 4.47     12
22.55     12
20.44     12
22.67     12
 7.69     12
 9.15     12
21.77     12
 9.04     12
23.87     12
21.45     12
22.02     12
19.07     12
19.45     12
 5.33     12
15.30     12
17.96     12
 0.88     12
17.09     12
24.56     12
19.77     12
10.81     12
 5.43     12
22.59     12
16.24     12
 5.83     12
17.91     12
24.55     12
11.72     12
21.25     12
21.72     12
24.82     12
 8.31     12
17.17     12
12.77     12
12.34     12
20.03     12
 7.41     12
24.33     12
 6.42     12
13.95     12
15.08     12
24.57     12
23.66     12
 9.98     12
 4.83     12
12.57     12
21.67     12
 4.75     12
 4.33     12
19.94     12
14.20     12
 6.58     12
 8.30     12
22.77     12
 6.04     12
20.80     12
22.90     12
12.02     12
24.89     12
12.13     12
18.33     12
13.15     12
 8.24     12
24.08     12
14.53     12
24.92     12
 5.80     12
16.19     12
19.64     12
17.51     12
17.89     12
18.15     12
19.99     12
19.58     12
17.24     12
 7.06     12
 5.02     12
 9.64     12
20.30     12
12.35     12
11.78     12
20.26     12
 3.44     12
10.98     12
23.40     12
12.05     12
17.29     12
17.38     12
19.56     12
16.37     12
19.72     12
10.24     12
12.95     12
15.98     12
22.62     12
16.02     12
12.10     12
21.87     12
 7.51     12
 4.50     12
 9.52     12
22.20     12
18.96     12
18.99     12
 4.17     12
22.21     12
22.84     12
23.08     12
 6.87     12
 3.85     12
11.21     12
 0.52     12
24.81     12
24.84     12
 9.13     12
23.68     12
 6.79     12
 1.25     12
 9.41     12
18.55     12
 7.32     12
19.35     12
 7.59     12
18.10     12
17.39     12
10.84     12
 6.47     12
 6.46     12
12.14     12
17.73     12
22.01     12
12.41     12
22.73     12
19.28     12
 5.50     12
 2.63     12
10.55     12
23.44     12
10.36     12
11.05     12
21.91     12
21.30     12
 5.07     12
16.34     12
 8.15     12
 6.50     12
11.66     12
 5.99     12
11.26     12
23.67     12
20.20     12
 6.53     12
 6.82     12
12.79     12
20.87     12
20.91     12
11.48     12
21.57     12
19.46     12
18.52     12
16.28     12
 6.44     12
22.37     12
21.74     12
17.37     12
21.94     12
 8.23     12
17.08     12
16.64     12
20.71     12
 9.42     12
 6.49     12
23.15     11
15.25     11
13.46     11
 1.88     11
17.19     11
15.85     11
 8.84     11
 4.30     11
 8.76     11
19.51     11
20.78     11
10.01     11
23.83     11
 4.54     11
 8.63     11
20.53     11
20.21     11
 2.22     11
 7.43     11
23.70     11
15.65     11
 3.12     11
 4.18     11
24.63     11
24.70     11
20.60     11
20.65     11
 6.09     11
16.93     11
 6.69     11
16.88     11
 7.37     11
21.06     11
23.26     11
 8.17     11
 9.53     11
20.14     11
17.74     11
 2.70     11
 7.55     11
 5.61     11
 1.14     11
 6.85     11
11.87     11
24.91     11
21.73     11
 4.37     11
21.55     11
 7.64     11
 9.58     11
22.93     11
 7.63     11
 0.74     11
 6.30     11
 7.91     11
20.09     11
 7.49     11
19.62     11
23.00     11
 8.18     11
11.79     11
 6.29     11
 9.91     11
 5.78     11
17.85     11
 4.20     11
 0.84     11
24.72     11
17.66     11
 2.14     11
 9.31     11
 7.61     11
13.66     11
 5.79     11
20.34     11
 8.61     11
 8.83     11
 9.88     11
19.54     11
 4.90     11
 4.41     11
24.74     11
10.06     11
 9.46     11
 4.25     11
23.65     11
18.67     11
 0.81     11
 4.34     11
13.59     11
 4.04     11
 0.78     11
 9.95     11
17.78     11
21.95     11
 8.72     11
22.70     11
22.65     11
23.86     11
19.21     11
 6.88     11
15.33     11
10.53     11
 6.54     11
 9.40     11
 5.71     11
20.85     11
24.04     11
23.33     11
 8.54     11
18.54     11
20.55     11
23.34     11
 1.74     11
 2.30     11
23.75     11
21.40     11
 4.64     11
 3.83     11
10.79     11
 9.59     11
 8.37     11
 7.18     11
18.46     11
20.08     11
24.43     11
19.16     11
11.06     11
 4.65     11
 4.27     11
 7.86     11
19.26     11
 5.39     11
15.99     11
21.84     11
22.48     11
23.59     11
 9.94     11
18.41     11
 2.23     11
 5.48     11
 0.96     11
 7.38     11
20.05     11
18.03     11
23.04     11
 3.27     11
21.11     11
24.64     11
 4.07     11
 5.14     11
 8.99     11
11.97     11
23.78     11
12.33     11
23.69     11
23.07     11
17.55     11
23.24     11
12.68     11
21.68     11
24.75     11
21.20     11
24.17     11
16.57     11
20.48     11
22.47     11
 5.31     11
 2.71     11
23.17     11
18.49     11
19.85     11
 7.93     11
 5.49     11
19.38     11
 5.65     11
 3.80     11
19.91     11
24.27     11
24.15     11
 7.57     11
 2.90     10
 6.22     10
 3.04     10
23.79     10
14.02     10
 3.05     10
 1.85     10
21.19     10
 4.92     10
22.42     10
 7.17     10
 0.26     10
22.30     10
18.81     10
 4.86     10
24.41     10
 4.39     10
 5.81     10
11.96     10
 2.87     10
19.73     10
23.77     10
21.71     10
 6.11     10
 7.24     10
 8.35     10
 5.72     10
22.39     10
 6.37     10
11.62     10
13.21     10
20.36     10
22.66     10
 3.76     10
 1.72     10
 6.71     10
10.07     10
11.01     10
20.43     10
17.47     10
13.83     10
 0.53     10
 3.19     10
 1.81     10
22.95     10
 2.69     10
 0.36     10
19.79     10
 2.08     10
23.89     10
 9.16     10
23.32     10
12.37     10
 8.81     10
20.97     10
 3.29     10
 3.30     10
18.34     10
24.19     10
 8.11     10
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20.15     10
12.51     10
 7.39     10
 7.65     10
24.62     10
 3.17     10
20.27     10
 5.34     10
23.45     10
 8.74     10
18.97     10
19.74     10
 5.77     10
 0.31     10
 4.13     10
22.35     10
 3.21     10
11.54     10
22.18     10
 4.53     10
 2.60     10
 6.32     10
23.29     10
 1.75     10
21.65     10
 3.36     10
 3.07     10
 0.33     10
12.47     10
21.80     10
21.04     10
22.07     10
 3.52     10
 8.79     10
15.52     10
 5.30     10
21.47     10
16.61     10
 1.67     10
 0.56     10
 5.21     10
15.01     10
21.56     10
 7.22     10
18.32     10
24.46     10
24.14     10
21.29     10
24.30     10
 9.22     10
 2.20     10
 5.94     10
 6.23     10
 2.04     10
21.01     10
19.41     10
 2.94     10
 9.93     10
 2.55     10
 1.82     10
 3.82     10
10.12     10
21.27     10
 6.39     10
 7.07     10
10.09     10
 8.44     10
 4.70     10
14.17     10
20.74     10
 7.58     10
16.90     10
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20.58     10
18.66     10
 1.27     10
14.61     10
21.13     10
 6.96     10
 2.59     10
24.78     10
17.36     10
16.18     10
23.82     10
10.51     10
23.11     10
 5.95     10
 9.71     10
22.00     10
24.32     10
 2.43     10
 8.12     10
22.51     10
 0.40     10
 8.65     10
 2.15     10
19.17     10
17.05     10
 7.45     10
 5.25     10
15.03     10
 3.75     10
 4.81     10
 5.92     10
16.09     10
22.26     10
 5.18     10
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20.35     10
18.25     10
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20.23     10
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17.75      9
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19.55      8
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18.94      8
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20.86      8
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18.21      8
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22.79      6
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21.82      6
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24.67      5
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23.30      5
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15.59      5
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21.59      5
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11.83      5
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23.51      5
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17.84      5
24.36      5
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 3.87      5
11.51      5
24.95      5
25.32      5
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14.89      5
21.78      5
24.59      5
24.02      5
25.12      5
16.79      5
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23.02      5
26.34      5
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26.45      4
24.65      4
25.97      4
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 1.04      4
 0.76      4
 0.08      4
 1.94      4
27.43      4
 0.11      4
 6.97      4
 0.07      4
 0.14      4
 3.18      4
 2.12      4
 0.24      4
26.47      4
 2.02      4
 0.21      4
 2.81      4
 1.17      4
24.42      4
26.43      4
22.87      4
29.43      4
 0.82      4
 3.39      4
 4.87      4
26.21      4
 2.19      4
25.17      4
 1.57      4
 1.97      4
16.81      4
24.87      4
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 0.59      3
26.84      3
25.88      3
 3.11      3
17.99      3
 0.30      3
 0.23      3
25.23      3
25.46      3
27.26      3
14.87      3
 1.79      3
 2.27      3
28.19      3
 2.03      3
26.51      3
 2.39      3
29.65      3
25.80      3
29.93      3
 0.49      3
26.68      3
 1.93      3
24.86      3
29.30      3
 0.04      3
25.71      3
26.12      3
26.85      3
 3.24      3
25.11      3
 1.86      3
27.02      3
28.40      3
29.35      3
 0.16      3
24.01      3
25.70      3
27.67      3
 3.32      3
 3.49      3
 5.51      3
 0.37      3
27.65      3
29.27      3
 0.47      3
25.15      3
22.82      3
 0.17      3
29.07      3
25.74      3
27.95      3
25.22      3
29.15      3
 2.41      3
 2.17      3
28.84      3
25.18      3
 0.97      3
 1.26      3
 5.75      3
29.36      3
 0.62      3
 3.86      3
23.98      3
29.19      2
25.50      2
25.73      2
29.73      2
27.78      2
25.26      2
29.42      2
25.72      2
27.60      2
26.79      2
25.00      2
25.53      2
28.98      2
27.75      2
25.57      2
26.19      2
25.56      2
28.58      2
26.63      2
28.23      2
25.27      2
26.25      2
26.22      2
25.90      2
26.04      2
28.75      2
26.54      2
27.91      2
27.92      2
27.35      2
26.98      2
26.08      2
25.38      2
25.06      2
25.02      2
 0.05      2
25.82      2
29.86      2
 1.22      2
25.66      2
29.04      2
25.03      2
25.29      2
26.89      2
 0.01      2
29.18      2
27.48      2
28.37      2
27.64      2
27.22      2
27.45      2
25.52      2
27.18      2
29.29      2
28.68      2
 0.15      2
28.76      2
24.28      2
26.11      2
25.78      2
28.00      2
26.16      2
25.75      2
28.72      2
26.14      2
26.76      2
26.53      2
29.44      2
28.70      2
26.83      2
26.67      2
 0.73      2
26.09      2
25.89      2
26.69      2
26.93      2
27.50      2
26.02      2
27.53      2
28.28      2
26.75      2
27.73      2
 1.02      2
27.83      2
27.68      2
 7.21      2
28.18      2
25.08      2
23.99      2
25.98      2
27.84      2
27.66      2
28.22      2
28.31      2
27.55      2
28.62      2
28.87      2
27.76      2
26.62      2
28.30      2
26.60      2
29.26      2
29.92      2
 3.03      2
29.62      2
29.78      1
28.78      1
 0.19      1
27.24      1
28.15      1
27.81      1
27.28      1
26.61      1
28.54      1
27.77      1
28.60      1
28.85      1
26.44      1
27.01      1
27.58      1
29.12      1
28.06      1
27.39      1
29.25      1
27.98      1
27.31      1
28.82      1
29.77      1
26.77      1
28.14      1
 0.03      1
26.71      1
29.21      1
28.21      1
29.48      1
27.86      1
25.63      1
29.11      1
28.34      1
28.80      1
27.40      1
27.04      1
29.08      1
28.20      1
29.00      1
29.09      1
29.57      1
28.13      1
28.93      1
28.79      1
26.03      1
25.58      1
28.74      1
25.43      1
27.07      1
25.61      1
25.76      1
26.49      1
27.87      1
29.82      1
28.08      1
29.76      1
29.31      1
26.13      1
27.62      1
27.96      1
29.01      1
29.46      1
28.05      1
25.40      1
29.72      1
25.10      1
27.82      1
28.48      1
25.20      1
26.38      1
28.83      1
29.88      1
27.44      1
25.04      1
25.93      1
27.52      1
28.91      1
27.00      1
27.34      1
29.45      1
28.26      1
28.45      1
25.13      1
28.55      1
26.96      1
29.64      1
25.01      1
28.63      1
27.21      1
28.50      1
29.61      1
29.89      1
27.80      1
25.69      1
29.38      1
26.46      1
29.02      1
26.33      1
28.81      1
26.32      1
26.73      1
25.79      1
27.29      1
28.64      1
29.99      1
29.03      1
27.51      1
25.21      1
25.87      1
27.90      1
28.61      1
25.77      1
29.60      1
26.26      1
26.80      1
28.66      1
25.09      1
25.68      1
25.54      1
25.65      1
 4.31      1
27.27      1
26.29      1
26.94      1
29.85      1
27.94      1
27.25      1
25.45      1
25.36      1
26.15      1
29.63      1
28.24      1
29.40      1
28.42      1
26.64      1
27.93      1
27.63      1
25.31      1
28.33      1
25.24      1
28.12      1
25.60      1
25.35      1
26.36      1
26.05      1
26.99      1
28.41      1
27.36      1
29.13      1
27.33      1
26.70      1
29.16      1
26.92      1
26.86      1
29.71      1
29.20      1
26.55      1
27.46      1
26.66      1
27.54      1
26.31      1
 0.09      1
25.48      1
26.91      1
26.78      1
27.71      1
26.06      1
25.55      1
26.82      1
 0.12      1
27.15      1
26.18      1
25.44      1
28.92      1
28.89      1
28.65      1
27.20      1
29.58      1
27.38      1
28.32      1
28.29      1
26.20      1
26.88      1
27.14      1
28.77      1
25.16      1
25.85      1
25.91      1
Name: dti, dtype: int64
In [74]:
loan['dti'].describe()
Out[74]:
count              33,659.00
mean                   13.22
std                     6.66
min                     0.00
25%                     8.08
50%                    13.30
75%                    18.48
max                    29.99
Name: dti, dtype: float64
In [75]:
plt.figure(figsize=(5, 4))
sns.boxplot(loan['dti'])
plt.show()

revol_util_percent

In [76]:
print('\nNumber of unique values => ' + str(len(loan['revol_util_percent'].unique())))
print('\n###############')
print('\nUnique values are => \n\n' + str(pd.Series(loan['revol_util_percent'].unique()).sort_values(ascending=True)))
print('\n###############')
print('\nFrequency distribution of unique values => \n\n'+ str(loan['revol_util_percent'].value_counts(dropna=False).sort_values(ascending = False)))
Number of unique values => 1078

###############

Unique values are => 

556                    0.00
1026                   0.01
982                    0.03
1076                   0.04
1067                   0.05
340                    0.10
786                    0.12
981                    0.16
851                    0.20
748                    0.30
570                    0.40
954                    0.46
980                    0.49
768                    0.50
1023                   0.54
106                    0.60
436                    0.70
1031                   0.75
687                    0.80
1020                   0.83
983                    0.86
832                    0.90
860                    1.00
802                    1.10
927                    1.20
861                    1.30
894                    1.40
813                    1.50
862                    1.60
964                    1.70
717                    1.80
1057                   1.88
650                    1.90
868                    2.00
956                    2.10
796                    2.20
819                    2.30
906                    2.40
887                    2.50
621                    2.60
1032                   2.64
418                    2.70
951                    2.80
950                    2.90
910                    3.00
735                    3.10
371                    3.20
975                    3.30
777                    3.40
753                    3.50
729                    3.60
760                    3.70
648                    3.80
869                    3.90
205                    4.00
457                    4.10
938                    4.20
615                    4.30
653                    4.40
866                    4.50
920                    4.60
605                    4.70
498                    4.80
1048                   4.85
1017                   4.90
771                    5.00
602                    5.10
582                    5.20
1014                   5.30
1015                   5.33
1074                   5.34
781                    5.40
352                    5.50
960                    5.60
758                    5.70
1054                   5.79
709                    5.80
326                    5.90
312                    6.00
810                    6.10
255                    6.20
939                    6.30
637                    6.40
611                    6.50
825                    6.60
66                     6.70
1072                   6.75
320                    6.80
763                    6.90
905                    7.00
941                    7.10
882                    7.20
1077                   7.28
916                    7.30
702                    7.40
1064                   7.43
881                    7.50
565                    7.60
244                    7.70
1003                   7.80
707                    7.90
1000                   8.00
1059                   8.01
246                    8.10
618                    8.20
877                    8.30
662                    8.40
878                    8.46
1062                   8.49
789                    8.50
1043                   8.58
817                    8.60
991                    8.70
922                    8.80
831                    8.90
818                    9.00
919                    9.10
821                    9.20
480                    9.30
1038                   9.34
1                      9.40
587                    9.50
936                    9.60
691                    9.70
553                    9.80
203                    9.90
279                   10.00
1041                  10.08
772                   10.10
1056                  10.17
779                   10.20
761                   10.30
310                   10.40
966                   10.50
928                   10.60
977                   10.70
959                   10.80
859                   10.90
686                   11.00
1007                  11.10
993                   11.20
617                   11.30
550                   11.40
853                   11.50
742                   11.60
1037                  11.62
1065                  11.63
957                   11.70
837                   11.80
651                   11.90
794                   12.00
624                   12.10
984                   12.20
953                   12.30
275                   12.40
683                   12.50
888                   12.60
979                   12.70
441                   12.80
232                   12.90
389                   13.00
706                   13.10
790                   13.20
32                    13.30
38                    13.40
1024                  13.50
1036                  13.56
942                   13.60
543                   13.70
864                   13.80
70                    13.90
904                   14.00
913                   14.10
847                   14.20
634                   14.30
892                   14.40
848                   14.50
574                   14.60
974                   14.70
899                   14.80
961                   14.90
978                   15.00
499                   15.10
1009                  15.20
439                   15.30
361                   15.40
973                   15.50
945                   15.60
332                   15.70
767                   15.80
970                   15.90
16                    16.00
1046                  16.02
596                   16.10
503                   16.20
814                   16.30
660                   16.40
965                   16.50
692                   16.60
828                   16.70
599                   16.80
826                   16.90
1002                  17.00
633                   17.10
890                   17.20
315                   17.30
677                   17.40
657                   17.50
948                   17.60
1025                  17.67
926                   17.70
1051                  17.71
1004                  17.78
716                   17.80
787                   17.90
990                   18.00
35                    18.10
697                   18.20
804                   18.30
840                   18.40
354                   18.50
839                   18.60
191                   18.70
336                   18.80
1053                  18.82
704                   18.90
626                   19.00
572                   19.10
812                   19.20
937                   19.30
803                   19.40
40                    19.50
816                   19.60
673                   19.70
731                   19.80
679                   19.90
943                   20.00
699                   20.10
838                   20.20
629                   20.30
759                   20.40
562                   20.50
9                     20.60
946                   20.70
873                   20.80
1008                  20.90
3                     21.00
992                   21.10
627                   21.20
644                   21.30
670                   21.40
598                   21.50
1029                  21.59
676                   21.60
830                   21.70
1030                  21.72
971                   21.80
91                    21.90
1042                  21.92
725                   22.00
845                   22.10
747                   22.20
780                   22.30
358                   22.40
998                   22.50
190                   22.60
755                   22.70
996                   22.80
520                   22.90
754                   23.00
18                    23.10
921                   23.11
724                   23.20
705                   23.30
710                   23.40
808                   23.50
903                   23.60
708                   23.70
849                   23.80
896                   23.90
935                   24.00
846                   24.10
955                   24.20
791                   24.30
198                   24.40
820                   24.50
564                   24.60
1044                  24.63
1018                  24.65
1011                  24.66
968                   24.70
373                   24.80
1010                  24.89
675                   24.90
311                   25.00
783                   25.10
289                   25.20
368                   25.30
1013                  25.33
678                   25.40
169                   25.50
258                   25.60
211                   25.70
1021                  25.74
854                   25.80
533                   25.90
254                   26.00
540                   26.10
962                   26.20
799                   26.30
1068                  26.32
1034                  26.33
932                   26.40
484                   26.50
785                   26.60
893                   26.70
636                   26.80
952                   26.90
101                   27.00
855                   27.10
901                   27.20
456                   27.30
857                   27.40
827                   27.50
75                    27.60
592                   27.70
215                   27.80
1055                  27.81
958                   27.90
126                   28.00
703                   28.10
372                   28.20
4                     28.30
792                   28.40
1045                  28.41
134                   28.50
889                   28.60
471                   28.70
668                   28.80
949                   28.90
976                   29.00
727                   29.10
580                   29.20
29                    29.30
238                   29.40
652                   29.50
923                   29.60
22                    29.70
1066                  29.77
619                   29.80
764                   29.90
891                   30.00
54                    30.10
669                   30.20
201                   30.30
756                   30.40
472                   30.50
999                   30.60
514                   30.70
460                   30.80
915                   30.90
734                   31.00
911                   31.10
115                   31.20
876                   31.30
323                   31.40
685                   31.50
907                   31.60
529                   31.70
667                   31.80
940                   31.90
407                   32.00
1012                  32.04
788                   32.10
800                   32.20
647                   32.30
714                   32.40
37                    32.50
7                     32.60
988                   32.70
986                   32.71
645                   32.80
929                   32.90
604                   33.00
577                   33.10
1005                  33.14
563                   33.20
1069                  33.26
1071                  33.29
110                   33.30
1016                  33.39
589                   33.40
235                   33.50
658                   33.60
871                   33.70
751                   33.80
583                   33.90
829                   34.00
359                   34.10
875                   34.20
432                   34.30
197                   34.40
721                   34.50
664                   34.60
723                   34.70
672                   34.80
1060                  34.89
987                   34.90
700                   35.00
843                   35.10
493                   35.20
404                   35.30
154                   35.40
265                   35.50
944                   35.60
181                   35.70
693                   35.80
111                   35.90
541                   36.00
375                   36.10
451                   36.20
681                   36.30
41                    36.40
8                     36.50
718                   36.60
552                   36.70
84                    36.80
625                   36.90
1073                  36.94
739                   37.00
793                   37.10
99                    37.20
431                   37.30
216                   37.40
507                   37.50
280                   37.60
26                    37.70
17                    37.73
595                   37.80
897                   37.90
850                   38.00
317                   38.10
607                   38.20
547                   38.30
329                   38.40
388                   38.50
440                   38.60
823                   38.70
1049                  38.77
179                   38.80
969                   38.90
469                   39.00
711                   39.10
874                   39.20
822                   39.30
752                   39.40
925                   39.50
902                   39.60
775                   39.70
206                   39.80
994                   39.90
1028                  39.95
797                   40.00
762                   40.10
665                   40.20
885                   40.30
722                   40.40
120                   40.50
353                   40.60
386                   40.70
883                   40.80
622                   40.90
308                   41.00
995                   41.10
663                   41.20
834                   41.30
509                   41.40
395                   41.50
609                   41.60
1006                  41.70
696                   41.80
997                   41.85
909                   41.90
879                   42.00
639                   42.10
135                   42.20
918                   42.30
463                   42.40
728                   42.50
454                   42.60
566                   42.70
858                   42.80
447                   42.90
195                   43.00
12                    43.10
528                   43.20
192                   43.30
109                   43.40
586                   43.50
666                   43.60
1035                  43.61
931                   43.70
226                   43.80
773                   43.90
302                   44.00
296                   44.10
684                   44.20
750                   44.30
833                   44.40
462                   44.50
213                   44.60
836                   44.70
774                   44.80
281                   44.90
271                   45.00
616                   45.10
210                   45.20
442                   45.30
351                   45.40
863                   45.50
713                   45.60
411                   45.70
745                   45.80
55                    45.90
1001                  46.00
260                   46.10
606                   46.20
81                    46.30
494                   46.40
96                    46.50
366                   46.60
343                   46.70
1039                  46.74
521                   46.80
510                   46.90
841                   47.00
435                   47.10
292                   47.20
784                   47.30
1019                  47.36
266                   47.40
585                   47.50
107                   47.60
83                    47.70
478                   47.80
490                   47.90
93                    48.00
420                   48.10
815                   48.20
137                   48.30
221                   48.40
219                   48.50
628                   48.60
766                   48.70
152                   48.80
736                   48.90
934                   49.00
584                   49.10
508                   49.20
740                   49.30
218                   49.40
97                    49.50
476                   49.60
1075                  49.63
1047                  49.69
487                   49.70
133                   49.80
517                   49.90
259                   50.00
175                   50.10
481                   50.20
539                   50.30
33                    50.40
654                   50.50
448                   50.60
174                   50.70
757                   50.80
737                   50.90
698                   51.00
171                   51.10
79                    51.20
824                   51.30
963                   51.40
656                   51.50
186                   51.60
257                   51.70
333                   51.80
842                   51.90
924                   52.00
46                    52.10
348                   52.20
39                    52.30
80                    52.40
495                   52.50
671                   52.60
240                   52.70
486                   52.80
477                   52.90
370                   53.00
967                   53.10
720                   53.20
355                   53.30
870                   53.40
445                   53.50
898                   53.60
301                   53.70
680                   53.80
405                   53.90
530                   54.00
98                    54.10
100                   54.20
1050                  54.22
132                   54.30
917                   54.40
631                   54.50
835                   54.60
646                   54.70
630                   54.80
284                   54.90
782                   55.00
597                   55.10
87                    55.20
807                   55.30
157                   55.40
13                    55.50
220                   55.60
623                   55.70
400                   55.80
187                   55.90
733                   56.00
682                   56.10
217                   56.20
536                   56.30
538                   56.40
102                   56.50
113                   56.60
640                   56.70
496                   56.80
561                   56.90
612                   57.00
635                   57.10
31                    57.20
196                   57.30
52                    57.40
505                   57.50
1040                  57.56
24                    57.60
242                   57.70
608                   57.80
268                   57.90
112                   58.00
468                   58.10
1070                  58.19
649                   58.20
643                   58.30
746                   58.40
204                   58.50
551                   58.60
92                    58.70
1061                  58.77
638                   58.80
51                    58.90
272                   59.00
27                    59.10
270                   59.20
590                   59.30
251                   59.40
25                    59.50
245                   59.60
467                   59.70
601                   59.80
569                   59.90
579                   60.00
424                   60.10
362                   60.20
474                   60.30
655                   60.40
30                    60.50
382                   60.60
516                   60.70
230                   60.80
749                   60.90
288                   61.00
341                   61.10
483                   61.20
482                   61.30
122                   61.40
304                   61.50
501                   61.60
642                   61.70
148                   61.80
396                   61.90
43                    62.00
116                   62.10
744                   62.20
114                   62.30
674                   62.31
334                   62.40
228                   62.50
500                   62.60
305                   62.70
546                   62.80
422                   62.90
282                   63.00
401                   63.10
433                   63.20
730                   63.30
398                   63.40
689                   63.50
314                   63.60
42                    63.70
299                   63.80
208                   63.90
558                   64.00
464                   64.10
250                   64.20
384                   64.30
535                   64.40
189                   64.50
324                   64.60
884                   64.70
162                   64.80
688                   64.90
65                    65.00
560                   65.10
278                   65.20
383                   65.30
118                   65.40
222                   65.50
143                   65.60
274                   65.70
124                   65.80
328                   65.90
188                   66.00
199                   66.10
360                   66.20
207                   66.30
485                   66.40
34                    66.50
415                   66.60
176                   66.70
130                   66.80
53                    66.90
425                   67.00
10                    67.10
136                   67.20
117                   67.30
701                   67.40
61                    67.50
461                   67.60
185                   67.70
413                   67.80
933                   67.90
459                   68.00
138                   68.10
798                   68.20
549                   68.30
475                   68.40
249                   68.50
741                   68.60
241                   68.70
307                   68.80
338                   68.90
131                   69.00
303                   69.10
573                   69.20
344                   69.30
234                   69.40
140                   69.50
531                   69.60
581                   69.70
895                   69.80
453                   69.90
1052                  69.98
423                   70.00
491                   70.10
15                    70.20
421                   70.30
177                   70.40
452                   70.50
262                   70.60
105                   70.70
56                    70.80
142                   70.90
1058                  70.94
180                   71.00
264                   71.10
108                   71.20
345                   71.30
726                   71.40
557                   71.50
164                   71.60
147                   71.70
449                   71.80
659                   71.90
346                   72.00
322                   72.10
273                   72.20
410                   72.30
119                   72.40
397                   72.50
641                   72.60
49                    72.70
376                   72.80
223                   72.90
732                   73.00
465                   73.10
567                   73.20
511                   73.30
161                   73.40
515                   73.50
576                   73.60
178                   73.70
695                   73.80
58                    73.90
632                   74.00
399                   74.10
525                   74.20
291                   74.30
327                   74.40
182                   74.50
801                   74.60
318                   74.70
69                    74.80
145                   74.90
170                   75.00
48                    75.10
350                   75.20
172                   75.30
591                   75.40
239                   75.50
402                   75.60
212                   75.70
712                   75.80
146                   75.90
380                   76.00
446                   76.10
391                   76.20
765                   76.30
603                   76.40
309                   76.50
104                   76.60
160                   76.70
523                   76.80
571                   76.90
277                   77.00
545                   77.10
263                   77.20
527                   77.30
437                   77.40
159                   77.50
438                   77.60
1022                  77.63
150                   77.70
67                    77.80
193                   77.90
588                   78.00
77                    78.10
428                   78.20
73                    78.30
76                    78.40
64                    78.50
416                   78.60
72                    78.70
537                   78.80
392                   78.90
252                   79.00
227                   79.10
295                   79.20
321                   79.30
60                    79.40
59                    79.50
85                    79.60
86                    79.70
417                   79.80
141                   79.90
690                   80.00
390                   80.10
125                   80.20
153                   80.30
504                   80.40
200                   80.50
214                   80.60
489                   80.70
236                   80.80
450                   80.90
331                   81.00
409                   81.10
290                   81.20
68                    81.30
1033                  81.31
776                   81.40
14                    81.50
470                   81.60
554                   81.70
253                   81.80
544                   81.90
568                   82.00
513                   82.10
285                   82.20
71                    82.30
20                    82.40
419                   82.50
387                   82.60
168                   82.70
852                   82.80
90                    82.90
524                   83.00
225                   83.10
62                    83.20
502                   83.30
57                    83.40
121                   83.50
184                   83.60
0                     83.70
88                    83.80
429                   83.90
522                   84.00
363                   84.10
908                   84.20
243                   84.30
872                   84.40
369                   84.50
151                   84.60
166                   84.70
778                   84.80
300                   84.90
319                   85.00
248                   85.10
738                   85.20
374                   85.30
298                   85.40
357                   85.50
5                     85.60
139                   85.70
805                   85.80
532                   85.90
715                   86.00
82                    86.10
155                   86.20
426                   86.30
492                   86.40
512                   86.50
613                   86.60
233                   86.70
610                   86.80
28                    86.90
575                   87.00
313                   87.10
412                   87.20
912                   87.30
769                   87.40
6                     87.50
103                   87.60
506                   87.70
497                   87.80
269                   87.90
466                   88.00
594                   88.10
127                   88.20
231                   88.30
78                    88.40
1063                  88.48
247                   88.50
267                   88.60
158                   88.70
286                   88.80
283                   88.90
256                   89.00
156                   89.10
555                   89.20
149                   89.30
342                   89.40
479                   89.50
167                   89.60
237                   89.70
165                   89.80
377                   89.90
163                   90.00
325                   90.10
473                   90.20
19                    90.30
542                   90.40
600                   90.50
194                   90.60
867                   90.70
45                    90.80
414                   90.90
434                   91.00
229                   91.10
50                    91.20
443                   91.30
719                   91.40
89                    91.50
129                   91.60
11                    91.70
21                    91.80
209                   91.90
367                   92.00
378                   92.10
427                   92.20
128                   92.30
293                   92.40
330                   92.50
593                   92.60
393                   92.70
173                   92.80
44                    92.90
349                   93.00
408                   93.10
578                   93.20
365                   93.30
865                   93.40
347                   93.50
947                   93.60
519                   93.70
276                   93.80
23                    93.90
900                   94.00
202                   94.10
339                   94.20
455                   94.30
337                   94.40
379                   94.50
287                   94.60
488                   94.70
356                   94.80
261                   94.90
364                   95.00
930                   95.10
985                   95.20
144                   95.30
743                   95.40
795                   95.50
806                   95.60
809                   95.70
403                   95.80
430                   95.90
306                   96.00
534                   96.10
224                   96.20
95                    96.30
74                    96.40
559                   96.50
614                   96.60
385                   96.70
526                   96.80
381                   96.90
63                    97.00
770                   97.10
123                   97.20
394                   97.30
335                   97.40
620                   97.50
47                    97.60
94                    97.70
183                   97.80
811                   97.90
316                   98.00
1027                  98.10
856                   98.20
661                   98.30
518                   98.40
2                     98.50
406                   98.60
886                   98.70
694                   98.80
880                   98.90
36                    99.00
444                   99.10
548                   99.20
294                   99.30
989                   99.40
458                   99.50
844                   99.60
914                   99.70
297                   99.80
972                   99.90
dtype: float64

###############

Frequency distribution of unique values => 

 0.00    850
47.00     78
63.00     60
 0.20     55
40.70     53
31.20     53
 0.10     51
27.20     50
35.30     50
66.70     50
46.40     49
33.30     49
54.30     49
41.00     49
25.50     49
61.00     48
32.00     48
48.20     48
70.40     48
48.00     47
37.60     47
37.40     47
34.40     47
57.40     47
70.80     47
55.20     47
54.60     47
51.60     46
68.70     46
46.60     46
46.00     46
33.70     46
52.40     46
66.60     46
64.30     46
31.10     46
30.90     46
64.60     46
36.50     46
47.80     46
21.50     46
65.90     45
55.10     45
29.10     45
51.10     45
53.70     45
48.90     45
75.50     45
62.80     45
49.80     45
24.30     44
 7.20     44
57.80     44
58.20     44
23.00     44
45.60     44
55.50     44
57.50     44
41.60     44
28.80     44
26.70     44
55.80     43
49.10     43
23.80     43
 0.50     43
54.90     43
48.70     43
54.10     43
40.20     43
73.40     43
57.90     43
34.50     43
55.70     43
35.00     43
79.70     43
72.10     43
41.40     43
89.50     43
45.90     43
47.40     43
65.00     43
35.70     42
42.50     42
22.10     42
70.30     42
51.40     42
43.80     42
68.60     42
24.70     42
39.80     42
57.30     42
64.80     42
30.10     42
73.20     42
66.10     42
60.10     42
58.70     42
43.60     42
20.00     42
19.80     42
36.80     42
43.70     42
42.90     42
49.60     42
 7.40     42
78.70     42
51.50     42
57.20     42
70.10     42
38.10     42
23.70     42
 9.20     42
36.70     42
28.40     41
53.90     41
87.60     41
39.50     41
61.90     41
16.50     41
33.90     41
79.50     41
88.00     41
62.30     41
55.40     41
67.60     41
18.20     41
28.90     41
44.70     41
43.40     41
26.00     41
48.80     41
49.70     41
54.00     41
30.80     41
50.60     40
49.50     40
40.30     40
60.90     40
57.70     40
33.10     40
76.00     40
30.50     40
42.80     40
66.20     40
37.90     40
33.80     40
54.70     40
44.10     40
35.50     40
47.70     40
47.60     40
 8.70     40
74.90     40
25.00     40
27.70     40
68.50     40
80.70     40
50.40     40
73.70     40
14.20     40
59.80     39
52.70     39
19.00     39
56.40     39
89.90     39
27.40     39
67.40     39
66.80     39
27.60     39
 0.30     39
56.70     39
25.20     39
 5.60     39
72.40     39
60.20     39
69.30     39
49.20     39
23.50     39
38.60     39
44.90     39
46.20     39
32.20     39
71.90     39
59.90     39
21.00     39
51.80     39
81.60     39
12.80     39
67.70     39
73.80     39
45.40     39
48.50     39
17.10     39
38.40     39
61.10     39
14.90     39
64.90     39
36.10     39
31.90     39
48.60     39
30.60     38
41.20     38
66.90     38
30.70     38
63.90     38
59.30     38
36.90     38
85.70     38
38.80     38
46.70     38
14.30     38
50.00     38
53.60     38
59.60     38
25.70     38
49.30     38
70.00     38
59.00     38
68.80     38
65.40     38
42.20     38
46.30     38
24.10     38
21.20     38
15.60     38
54.20     38
 1.80     38
76.60     38
26.40     38
71.70     38
58.40     38
 8.90     38
35.40     38
34.00     38
24.00     38
54.80     38
52.30     38
67.00     38
77.30     38
52.00     38
41.90     38
63.30     37
94.60     37
93.20     37
47.20     37
29.60     37
12.40     37
64.10     37
71.20     37
14.80     37
21.60     37
22.00     37
15.50     37
26.90     37
60.80     37
79.00     37
83.30     37
 8.60     37
51.20     37
58.30     37
55.00     37
80.00     37
76.80     37
83.70     37
 7.60     37
36.00     37
45.50     37
69.10     37
44.60     37
39.00     37
33.20     37
80.30     37
24.20     37
39.10     37
29.90     37
55.30     37
12.10     37
34.20     37
29.20     37
32.40     37
39.20     37
38.30     37
45.30     37
56.00     36
72.20     36
32.30     36
17.90     36
46.50     36
24.90     36
33.40     36
22.60     36
65.20     36
56.10     36
56.60     36
 5.00     36
 7.70     36
69.40     36
50.20     36
 0.60     36
81.10     36
29.30     36
79.20     36
26.60     36
 2.40     36
44.40     36
62.00     36
42.30     36
 8.20     36
11.80     36
 8.80     36
23.90     36
47.10     36
39.70     36
46.90     36
80.10     36
29.40     36
27.10     36
42.70     36
48.30     36
38.90     36
38.70     36
34.10     36
58.00     36
39.40     36
86.40     36
82.90     36
21.30     36
26.80     36
62.50     36
76.70     36
27.30     36
 2.30     36
71.50     36
22.30     36
 0.90     36
 1.00     36
16.70     36
71.60     36
77.90     36
58.10     35
64.20     35
44.80     35
75.70     35
90.30     35
40.50     35
38.00     35
80.60     35
66.50     35
15.10     35
62.60     35
25.30     35
32.80     35
59.70     35
45.00     35
61.40     35
66.30     35
46.80     35
34.30     35
60.00     35
39.30     35
61.30     35
37.50     35
24.60     35
 9.40     35
84.80     35
61.50     35
90.70     35
40.40     35
92.20     35
36.60     35
70.90     35
18.40     35
40.10     35
77.00     35
70.50     35
65.60     35
23.10     35
21.40     35
44.50     35
73.30     35
17.20     35
59.20     35
57.60     34
77.10     34
33.50     34
42.40     34
78.80     34
77.20     34
42.00     34
14.10     34
41.80     34
39.90     34
25.80     34
56.50     34
29.80     34
61.60     34
60.30     34
42.60     34
49.90     34
48.10     34
24.40     34
50.90     34
82.50     34
72.50     34
69.50     34
51.90     34
 0.70     34
75.20     34
63.70     34
64.70     34
78.50     34
43.20     34
26.50     34
61.20     34
79.40     34
68.40     34
38.50     34
54.50     34
77.40     34
58.90     34
38.20     34
35.20     34
73.50     34
74.70     34
74.80     34
65.80     34
62.90     34
11.30     34
23.20     34
34.70     34
31.40     34
18.60     34
65.70     34
86.10     34
 4.60     34
17.50     34
 6.40     34
81.40     34
 9.70     34
10.10     34
60.40     34
97.10     34
37.80     34
 9.30     34
51.70     33
60.70     33
71.10     33
47.90     33
11.60     33
84.00     33
50.30     33
47.50     33
93.80     33
82.80     33
45.20     33
32.60     33
84.60     33
 8.10     33
67.20     33
53.80     33
61.80     33
21.10     33
79.80     33
14.40     33
31.30     33
72.60     33
97.70     33
20.30     33
 4.50     33
 6.50     33
55.60     33
28.00     33
83.50     33
69.90     33
19.40     33
 6.20     33
75.60     33
 6.60     33
35.90     33
44.30     33
89.40     33
89.30     33
84.20     33
60.50     33
30.30     33
55.90     33
19.30     33
31.60     33
53.00     33
36.40     33
35.80     33
75.30     33
93.50     33
43.10     33
82.30     33
44.20     33
32.90     33
32.70     33
50.70     33
43.30     33
53.40     33
27.80     33
30.00     33
17.30     33
88.50     33
85.40     33
28.20     33
37.10     33
81.50     33
56.80     33
12.00     33
81.30     33
89.00     33
95.30     33
27.00     32
13.80     32
53.50     32
 4.30     32
 4.80     32
81.00     32
83.60     32
 6.80     32
72.30     32
37.20     32
37.70     32
15.80     32
58.50     32
69.60     32
63.20     32
52.60     32
70.70     32
68.30     32
74.30     32
27.90     32
78.30     32
11.00     32
71.80     32
50.10     32
83.00     32
81.20     32
87.40     32
92.60     32
 9.00     32
 7.90     32
74.50     32
76.30     32
56.20     32
56.30     32
14.70     32
 3.30     32
73.10     32
22.20     32
68.00     32
75.90     32
67.10     32
75.00     32
80.20     32
81.90     32
40.00     32
 9.90     32
91.30     32
45.80     32
28.10     32
53.30     32
21.80     32
50.50     32
57.00     32
 3.20     32
17.70     32
94.50     32
65.30     32
 1.30     32
41.70     32
69.00     32
 0.40     32
18.70     32
62.20     31
87.70     31
54.40     31
74.40     31
43.50     31
64.50     31
80.80     31
73.90     31
95.90     31
15.90     31
52.10     31
82.70     31
 3.60     31
 2.00     31
98.80     31
59.10     31
63.40     31
29.70     31
 8.40     31
13.40     31
43.90     31
12.60     31
76.40     31
59.40     31
18.80     31
40.60     31
78.20     31
42.10     31
84.30     31
30.20     31
91.10     31
72.90     31
67.30     31
17.60     31
28.30     31
34.90     31
63.80     31
17.80     31
67.90     31
15.30     31
84.10     31
 7.50     31
78.10     31
 1.10     31
 4.00     31
41.10     31
 0.80     31
90.60     31
95.50     31
82.20     31
95.80     31
34.80     31
52.20     31
 6.00     31
75.10     31
65.50     31
10.00     31
36.20     30
 5.70     30
94.70     30
85.50     30
37.00     30
61.70     30
20.80     30
45.10     30
20.20     30
26.10     30
32.10     30
35.10     30
70.20     30
16.00     30
67.50     30
31.70     30
52.50     30
26.20     30
72.70     30
56.90     30
 6.10     30
92.70     30
76.90     30
76.20     30
49.00     30
68.90     30
 5.30     30
52.90     30
12.90     30
62.70     30
 3.10     30
83.10     30
19.20     30
 5.40     30
41.50     30
77.70     30
16.80     30
31.00     30
12.50     30
 7.30     29
80.90     29
 5.80     29
 2.80     29
39.60     29
19.50     29
79.10     29
93.10     29
 8.30     29
23.40     29
52.80     29
 7.80     29
44.00     29
51.30     29
71.30     29
40.90     29
37.30     29
90.00     29
79.60     29
27.50     29
17.40     29
30.40     29
 5.20     29
22.80     29
69.70     29
29.00     29
51.00     29
 8.50     29
 1.20     29
 7.10     29
15.70     29
20.60     29
11.40     29
85.20     29
15.00     29
 9.50     29
93.00     29
22.90     29
74.60     29
78.00     29
82.00     29
33.00     29
69.20     29
86.30     29
80.50     29
84.90     29
91.80     29
10.80     29
75.40     29
63.50     29
57.10     29
 9.60     29
11.50     29
63.60     29
97.50     28
10.50     28
62.40     28
16.30     28
53.10     28
67.80     28
92.30     28
91.70     28
13.10     28
76.10     28
25.60     28
10.40     28
 2.70     28
 2.10     28
13.00     28
22.70     28
73.60     28
74.20     28
72.80     28
59.50     28
88.60     28
90.10     28
 5.10     28
86.20     28
 2.20     28
46.10     28
18.30     28
63.10     28
19.60     28
89.80     28
 2.90     28
66.00     28
 3.70     28
34.60     28
79.90     28
20.40     28
68.10     28
77.60     27
 4.20     27
94.90     27
94.10     27
71.40     27
65.10     27
18.50     27
77.50     27
21.90     27
82.40     27
98.60     27
81.70     27
47.30     27
87.90     27
89.60     27
62.10     27
16.10     27
 1.90     27
13.90     27
60.60     27
13.70     27
87.80     27
11.20     27
94.80     27
83.40     27
11.70     27
20.90     27
 5.50     27
99.70     27
78.60     27
72.00     27
 3.50     27
86.00     27
49.40     27
85.00     27
75.80     27
48.40     27
58.80     27
 6.90     27
99.00     27
95.00     27
87.20     27
94.20     27
85.10     27
94.00     27
95.60     27
15.40     26
97.60     26
32.50     26
10.30     26
96.20     26
11.90     26
91.20     26
18.10     26
78.90     26
92.00     26
28.70     26
 1.50     26
83.80     26
97.00     26
96.40     26
98.30     26
14.60     26
92.90     26
88.90     26
10.20     26
83.20     26
18.90     26
23.60     26
13.30     26
 2.60     26
 5.90     26
85.60     26
 1.70     26
77.80     26
12.30     26
94.30     26
96.10     26
19.90     26
96.30     26
91.00     26
80.40     26
41.30     26
26.30     25
84.40     25
69.80     25
 9.10     25
14.00     25
21.70     25
78.40     25
87.00     25
97.40     25
16.40     25
97.30     25
88.70     25
33.60     25
22.50     25
92.50     25
82.10     25
20.50     25
58.60     25
50.80     25
85.30     25
31.50     25
88.10     25
15.20     25
28.60     25
86.50     25
93.90     25
 1.40     25
16.60     25
22.40     25
18.00     25
24.50     25
81.80     25
 7.00     25
13.20     25
10.90     25
35.60     25
88.80     24
12.20     24
88.30     24
43.00     24
95.10     24
70.60     24
93.60     24
64.00     24
93.70     24
 4.10     24
93.30     24
11.10     24
25.10     24
25.90     24
 3.80     24
96.00     24
74.00     24
19.70     24
17.00     24
79.30     24
98.40     24
64.40     24
20.70     24
31.80     24
91.60     24
96.80     24
 3.00     24
84.70     24
96.50     24
45.70     24
85.80     24
97.20     24
 4.40     24
92.10     24
24.80     23
83.90     23
90.20     23
10.70     23
90.90     23
 3.40     23
40.80     23
29.50     23
96.70     23
16.20     23
12.70     23
82.60     23
93.40     23
25.40     23
 3.90     23
90.40     23
87.30     23
13.50     23
98.70     22
99.50     22
68.20     22
 6.70     22
20.10     22
90.50     22
99.90     22
95.40     22
28.50     22
87.50     22
89.10     22
87.10     22
94.40     22
 6.30     22
99.60     22
84.50     22
90.80     22
86.60     22
97.80     22
96.90     22
 4.70     21
71.00     21
98.50     21
76.50     21
16.90     21
53.20     21
89.70     21
36.30     21
99.10     21
74.10     21
13.60     21
23.30     21
91.50     21
99.30     21
66.40     21
89.20     21
95.70     21
97.90     21
 8.00     21
19.10     20
 1.60     20
86.80     19
73.00     19
99.80     19
14.50     19
91.90     19
 9.80     19
86.70     19
92.80     19
85.90     19
96.60     19
99.40     19
98.00     18
 2.50     18
98.10     18
88.20     18
95.20     18
10.60     17
92.40     17
91.40     16
88.40     16
99.20     15
86.90     14
98.20     14
98.90     13
 4.90     12
 0.12      1
 5.34      1
 0.49      1
16.02      1
21.92      1
18.82      1
17.71      1
17.78      1
24.89      1
28.41      1
57.56      1
29.77      1
 5.33      1
24.65      1
69.98      1
 8.46      1
17.67      1
47.36      1
26.33      1
25.74      1
49.63      1
 8.58      1
11.62      1
 7.43      1
13.56      1
58.77      1
11.63      1
81.31      1
32.04      1
88.48      1
 0.04      1
32.71      1
23.11      1
34.89      1
33.29      1
36.94      1
 4.85      1
 8.01      1
37.73      1
10.17      1
38.77      1
21.72      1
 2.64      1
 0.83      1
41.85      1
 0.03      1
 0.01      1
49.69      1
77.63      1
 0.86      1
54.22      1
70.94      1
 0.05      1
 6.75      1
58.19      1
 0.16      1
 8.49      1
27.81      1
 9.34      1
43.61      1
 0.54      1
 0.75      1
24.63      1
46.74      1
24.66      1
33.39      1
 0.46      1
 7.28      1
 1.88      1
33.26      1
62.31      1
39.95      1
 5.79      1
33.14      1
25.33      1
10.08      1
26.32      1
21.59      1
Name: revol_util_percent, dtype: int64
In [77]:
loan['revol_util_percent'].describe()
Out[77]:
count              33,659.00
mean                   47.74
std                    28.19
min                     0.00
25%                    24.40
50%                    47.70
75%                    70.90
max                    99.90
Name: revol_util_percent, dtype: float64
In [78]:
plt.figure(figsize=(5, 4))
sns.boxplot(loan['revol_util_percent'])
plt.show()

grade

In [79]:
loan['grade'].value_counts(dropna=False).sort_values(ascending = False)
Out[79]:
B    10280
A     9065
C     6925
D     4428
E     2075
F      721
G      165
Name: grade, dtype: int64
In [80]:
plt.figure(figsize=(5, 4))
sns.countplot(x="grade", data=loan)
plt.show()

emp_length

In [81]:
loan['emp_length'].value_counts(dropna=False).sort_values(ascending = False)
Out[81]:
10+ years    6744
< 1 year     4089
2 years      3882
3 years      3612
4 years      2990
1 year       2866
5 years      2832
6 years      1908
7 years      1503
8 years      1220
9 years      1057
Missing       956
Name: emp_length, dtype: int64
In [82]:
plt.figure(figsize=(12, 8))
sns.countplot(x="emp_length", data=loan)
plt.show()

home_ownership

In [83]:
loan['home_ownership'].value_counts(dropna=False).sort_values(ascending = False)
Out[83]:
RENT        17329
MORTGAGE    13552
OWN          2685
OTHER          90
NONE            3
Name: home_ownership, dtype: int64
In [84]:
plt.figure(figsize=(5, 4))
sns.countplot(x="home_ownership", data=loan)
plt.show()

verification_status

In [85]:
loan['verification_status'].value_counts(dropna=False).sort_values(ascending = False)
Out[85]:
Not Verified       15504
Verified            9500
Source Verified     8655
Name: verification_status, dtype: int64
In [86]:
plt.figure(figsize=(5, 4))
sns.countplot(x="verification_status", data=loan)
plt.show()

purpose

In [87]:
loan['purpose'].value_counts(dropna=False).sort_values(ascending = False)
Out[87]:
debt_consolidation    15818
credit_card            4272
other                  3471
home_improvement       2330
major_purchase         1952
small_business         1419
car                    1351
wedding                 857
medical                 607
moving                  531
vacation                352
house                   313
educational             296
renewable_energy         90
Name: purpose, dtype: int64
In [88]:
plt.figure(figsize=(10, 8))
sns.countplot(y="purpose", data=loan)
plt.show()

addr_state

In [89]:
loan['addr_state'].value_counts(dropna=False).sort_values(ascending = False)
Out[89]:
CA    6025
NY    3234
FL    2442
TX    2290
NJ    1526
PA    1336
IL    1280
VA    1166
GA    1148
MA    1123
OH    1053
MD     869
AZ     740
WA     715
CO     681
NC     664
CT     606
MO     606
MI     602
MN     541
NV     418
SC     404
OR     398
WI     389
AL     381
LA     375
KY     280
OK     267
KS     224
UT     220
AR     218
DC     176
RI     171
NM     166
WV     158
HI     150
NH     144
DE      98
WY      76
MT      75
AK      60
SD      56
VT      51
MS      16
TN      15
IN       9
IA       5
ID       5
NE       4
ME       3
Name: addr_state, dtype: int64
In [90]:
plt.figure(figsize=(15, 8))
sns.countplot(x="addr_state", data=loan)
plt.show()

term

In [91]:
loan['term'].value_counts(dropna=False).sort_values(ascending = False)
Out[91]:
36 months    25972
60 months     7687
Name: term, dtype: int64
In [92]:
plt.figure(figsize=(5, 4))
sns.countplot(x="term", data=loan)
plt.show()

Data Check

In [93]:
loan.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 33659 entries, 0 to 39716
Data columns (total 19 columns):
loan_amnt               33659 non-null int64
term                    33659 non-null object
int_rate_percent        33659 non-null float64
grade                   33659 non-null object
emp_length              33659 non-null object
home_ownership          33659 non-null object
annual_inc              33659 non-null float64
verification_status     33659 non-null object
loan_status             33659 non-null object
purpose                 33659 non-null object
addr_state              33659 non-null object
dti                     33659 non-null float64
delinq_2yrs             33659 non-null int64
inq_last_6mths          33659 non-null int64
open_acc                33659 non-null int64
pub_rec                 33659 non-null int64
revol_bal               33659 non-null int64
revol_util_percent      33659 non-null float64
pub_rec_bankruptcies    33659 non-null float64
dtypes: float64(5), int64(6), object(8)
memory usage: 6.4+ MB
In [94]:
loan.describe()
Out[94]:
loan_amnt int_rate_percent annual_inc dti delinq_2yrs inq_last_6mths open_acc pub_rec revol_bal revol_util_percent pub_rec_bankruptcies
count 33,659.00 33,659.00 33,659.00 33,659.00 33,659.00 33,659.00 33,659.00 33,659.00 33,659.00 33,659.00 33,659.00
mean 9,946.20 11.77 57,965.45 13.22 0.15 0.87 8.97 0.06 9,591.32 47.74 0.05
std 6,116.21 3.59 25,986.02 6.66 0.50 1.06 4.28 0.25 7,874.31 28.19 0.21
min 500.00 5.42 4,000.00 0.00 0.00 0.00 2.00 0.00 0.00 0.00 0.00
25% 5,000.00 8.90 38,986.50 8.08 0.00 0.00 6.00 0.00 3,265.00 24.40 0.00
50% 8,800.00 11.71 54,000.00 13.30 0.00 1.00 8.00 0.00 7,705.00 47.70 0.00
75% 14,000.00 14.26 73,068.41 18.48 0.00 1.00 11.00 0.00 14,104.50 70.90 0.00
max 29,500.00 22.11 139,992.00 29.99 11.00 8.00 42.00 4.00 34,155.00 99.90 2.00

Segmented Univariate Analysis

Function for segmented univariate analysis for numeric variables

In [95]:
def segmented_univariate_numeric(x, y):
        
    print('\nNumber of unique values => ' + str(len(loan[y].unique())) + '\n\n')
    
    # Create 2 subplots for mean and median respectively

    plt.figure(figsize=(10, 4))

    # subplot 1: statistic=mean
    plt.subplot(1, 2, 1)
    sns.barplot(x=x, y=y, data=loan)
    plt.title("Mean")

    # subplot 2: statistic=median
    plt.subplot(1, 2, 2)
    sns.barplot(x=x, y=y, data=loan, estimator=np.median)
    plt.title("Median")

    plt.show()

Function for segmented univariate analysis for categorical variables

In [96]:
def segmented_univariate_categorical(x, hue):
        
    print('\nNumber of unique values => ' + str(len(loan[hue].unique())) + '\n\n')
    
    plt.figure(figsize=(10, 8))

    x, hue = x, hue
    y = "count"

    plt.subplot(1, 2, 1)
    sns.countplot(x=x, hue=hue, data=loan)

    count_loan = (loan[x]
               .groupby(loan[hue])
               .value_counts()
               .rename(y)
               .reset_index())

    y = "percent(%)"

    percent_loan = (loan[x]
               .groupby(loan[hue])
               .value_counts(normalize=True)
               .rename(y)
               .reset_index())

    plt.subplot(1, 2, 2)
    sns.barplot(x=x, y=y, hue=hue, data=percent_loan)

    plt.show()

    print(tabulate(pd.merge(percent_loan, count_loan, how='inner'), headers='keys', tablefmt='fancy_grid'))

loan_amnt

In [97]:
segmented_univariate_numeric('loan_status', 'loan_amnt')
Number of unique values => 797


int_rate_percent

In [98]:
segmented_univariate_numeric('loan_status', 'int_rate_percent')
Number of unique values => 354


annual_inc

In [99]:
segmented_univariate_numeric('loan_status', 'annual_inc')
Number of unique values => 4479


dti

In [100]:
segmented_univariate_numeric('loan_status', 'dti')
Number of unique values => 2822


delinq_2yrs

In [101]:
segmented_univariate_categorical("loan_status", "delinq_2yrs")
Number of unique values => 11


╒════╤═══════════════╤═══════════════╤══════════════╤═════════╕
│    │   delinq_2yrs │ loan_status   │   percent(%) │   count │
╞════╪═══════════════╪═══════════════╪══════════════╪═════════╡
│  0 │             0 │ Fully Paid    │     0.85851  │   25745 │
├────┼───────────────┼───────────────┼──────────────┼─────────┤
│  1 │             0 │ Charged Off   │     0.14149  │    4243 │
├────┼───────────────┼───────────────┼──────────────┼─────────┤
│  2 │             1 │ Fully Paid    │     0.840611 │    2368 │
├────┼───────────────┼───────────────┼──────────────┼─────────┤
│  3 │             1 │ Charged Off   │     0.159389 │     449 │
├────┼───────────────┼───────────────┼──────────────┼─────────┤
│  4 │             2 │ Fully Paid    │     0.82199  │     471 │
├────┼───────────────┼───────────────┼──────────────┼─────────┤
│  5 │             2 │ Charged Off   │     0.17801  │     102 │
├────┼───────────────┼───────────────┼──────────────┼─────────┤
│  6 │             3 │ Fully Paid    │     0.832461 │     159 │
├────┼───────────────┼───────────────┼──────────────┼─────────┤
│  7 │             3 │ Charged Off   │     0.167539 │      32 │
├────┼───────────────┼───────────────┼──────────────┼─────────┤
│  8 │             4 │ Fully Paid    │     0.777778 │      42 │
├────┼───────────────┼───────────────┼──────────────┼─────────┤
│  9 │             4 │ Charged Off   │     0.222222 │      12 │
├────┼───────────────┼───────────────┼──────────────┼─────────┤
│ 10 │             5 │ Fully Paid    │     0.888889 │      16 │
├────┼───────────────┼───────────────┼──────────────┼─────────┤
│ 11 │             5 │ Charged Off   │     0.111111 │       2 │
├────┼───────────────┼───────────────┼──────────────┼─────────┤
│ 12 │             6 │ Fully Paid    │     0.9      │       9 │
├────┼───────────────┼───────────────┼──────────────┼─────────┤
│ 13 │             6 │ Charged Off   │     0.1      │       1 │
├────┼───────────────┼───────────────┼──────────────┼─────────┤
│ 14 │             7 │ Fully Paid    │     0.75     │       3 │
├────┼───────────────┼───────────────┼──────────────┼─────────┤
│ 15 │             7 │ Charged Off   │     0.25     │       1 │
├────┼───────────────┼───────────────┼──────────────┼─────────┤
│ 16 │             8 │ Charged Off   │     0.5      │       1 │
├────┼───────────────┼───────────────┼──────────────┼─────────┤
│ 17 │             8 │ Fully Paid    │     0.5      │       1 │
├────┼───────────────┼───────────────┼──────────────┼─────────┤
│ 18 │             9 │ Fully Paid    │     1        │       1 │
├────┼───────────────┼───────────────┼──────────────┼─────────┤
│ 19 │            11 │ Fully Paid    │     1        │       1 │
╘════╧═══════════════╧═══════════════╧══════════════╧═════════╛

inq_last_6mths

In [102]:
segmented_univariate_categorical("loan_status", "inq_last_6mths")
Number of unique values => 9


╒════╤══════════════════╤═══════════════╤══════════════╤═════════╕
│    │   inq_last_6mths │ loan_status   │   percent(%) │   count │
╞════╪══════════════════╪═══════════════╪══════════════╪═════════╡
│  0 │                0 │ Fully Paid    │     0.88035  │   14399 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  1 │                0 │ Charged Off   │     0.11965  │    1957 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  2 │                1 │ Fully Paid    │     0.844718 │    7877 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  3 │                1 │ Charged Off   │     0.155282 │    1448 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  4 │                2 │ Fully Paid    │     0.834213 │    4111 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  5 │                2 │ Charged Off   │     0.165787 │     817 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  6 │                3 │ Fully Paid    │     0.79289  │    2052 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  7 │                3 │ Charged Off   │     0.20711  │     536 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  8 │                4 │ Fully Paid    │     0.836576 │     215 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  9 │                4 │ Charged Off   │     0.163424 │      42 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 10 │                5 │ Fully Paid    │     0.822581 │     102 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 11 │                5 │ Charged Off   │     0.177419 │      22 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 12 │                6 │ Fully Paid    │     0.75     │      33 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 13 │                6 │ Charged Off   │     0.25     │      11 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 14 │                7 │ Fully Paid    │     0.740741 │      20 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 15 │                7 │ Charged Off   │     0.259259 │       7 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 16 │                8 │ Fully Paid    │     0.7      │       7 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 17 │                8 │ Charged Off   │     0.3      │       3 │
╘════╧══════════════════╧═══════════════╧══════════════╧═════════╛

open_acc

In [103]:
segmented_univariate_categorical("loan_status", "open_acc")
Number of unique values => 39


╒════╤════════════╤═══════════════╤══════════════╤═════════╕
│    │   open_acc │ loan_status   │   percent(%) │   count │
╞════╪════════════╪═══════════════╪══════════════╪═════════╡
│  0 │          2 │ Fully Paid    │    0.791304  │     455 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│  1 │          2 │ Charged Off   │    0.208696  │     120 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│  2 │          3 │ Fully Paid    │    0.825779  │    1166 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│  3 │          3 │ Charged Off   │    0.174221  │     246 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│  4 │          4 │ Fully Paid    │    0.84478   │    1845 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│  5 │          4 │ Charged Off   │    0.15522   │     339 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│  6 │          5 │ Fully Paid    │    0.862257  │    2529 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│  7 │          5 │ Charged Off   │    0.137743  │     404 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│  8 │          6 │ Fully Paid    │    0.860276  │    3060 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│  9 │          6 │ Charged Off   │    0.139724  │     497 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 10 │          7 │ Fully Paid    │    0.859713  │    3058 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 11 │          7 │ Charged Off   │    0.140287  │     499 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 12 │          8 │ Fully Paid    │    0.855885  │    2916 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 13 │          8 │ Charged Off   │    0.144115  │     491 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 14 │          9 │ Fully Paid    │    0.859905  │    2713 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 15 │          9 │ Charged Off   │    0.140095  │     442 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 16 │         10 │ Fully Paid    │    0.852559  │    2232 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 17 │         10 │ Charged Off   │    0.147441  │     386 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 18 │         11 │ Fully Paid    │    0.857718  │    1917 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 19 │         11 │ Charged Off   │    0.142282  │     318 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 20 │         12 │ Fully Paid    │    0.869878  │    1571 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 21 │         12 │ Charged Off   │    0.130122  │     235 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 22 │         13 │ Fully Paid    │    0.85923   │    1294 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 23 │         13 │ Charged Off   │    0.14077   │     212 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 24 │         14 │ Fully Paid    │    0.843018  │     972 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 25 │         14 │ Charged Off   │    0.156982  │     181 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 26 │         15 │ Fully Paid    │    0.860022  │     768 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 27 │         15 │ Charged Off   │    0.139978  │     125 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 28 │         16 │ Fully Paid    │    0.891147  │     614 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 29 │         16 │ Charged Off   │    0.108853  │      75 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 30 │         17 │ Fully Paid    │    0.867403  │     471 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 31 │         17 │ Charged Off   │    0.132597  │      72 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 32 │         18 │ Fully Paid    │    0.871465  │     339 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 33 │         18 │ Charged Off   │    0.128535  │      50 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 34 │         19 │ Fully Paid    │    0.865979  │     252 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 35 │         19 │ Charged Off   │    0.134021  │      39 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 36 │         20 │ Fully Paid    │    0.849515  │     175 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 37 │         20 │ Charged Off   │    0.150485  │      31 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 38 │         21 │ Fully Paid    │    0.847826  │     156 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 39 │         21 │ Charged Off   │    0.152174  │      28 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 40 │         22 │ Fully Paid    │    0.87156   │      95 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 41 │         22 │ Charged Off   │    0.12844   │      14 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 42 │         23 │ Fully Paid    │    0.857143  │      60 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 43 │         23 │ Charged Off   │    0.142857  │      10 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 44 │         24 │ Fully Paid    │    0.884615  │      46 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 45 │         24 │ Charged Off   │    0.115385  │       6 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 46 │         25 │ Fully Paid    │    0.809524  │      34 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 47 │         25 │ Charged Off   │    0.190476  │       8 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 48 │         26 │ Fully Paid    │    0.863636  │      19 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 49 │         26 │ Charged Off   │    0.136364  │       3 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 50 │         27 │ Fully Paid    │    0.928571  │      13 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 51 │         27 │ Charged Off   │    0.0714286 │       1 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 52 │         28 │ Fully Paid    │    0.888889  │      16 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 53 │         28 │ Charged Off   │    0.111111  │       2 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 54 │         29 │ Fully Paid    │    1         │       7 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 55 │         30 │ Fully Paid    │    0.777778  │       7 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 56 │         30 │ Charged Off   │    0.222222  │       2 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 57 │         31 │ Charged Off   │    0.5       │       3 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 58 │         31 │ Fully Paid    │    0.5       │       3 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 59 │         32 │ Fully Paid    │    1         │       2 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 60 │         33 │ Charged Off   │    0.666667  │       2 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 61 │         33 │ Fully Paid    │    0.333333  │       1 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 62 │         34 │ Fully Paid    │    0.8       │       4 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 63 │         34 │ Charged Off   │    0.2       │       1 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 64 │         35 │ Fully Paid    │    1         │       2 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 65 │         36 │ Fully Paid    │    1         │       1 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 66 │         38 │ Charged Off   │    1         │       1 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 67 │         39 │ Fully Paid    │    1         │       1 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 68 │         41 │ Fully Paid    │    1         │       1 │
├────┼────────────┼───────────────┼──────────────┼─────────┤
│ 69 │         42 │ Fully Paid    │    1         │       1 │
╘════╧════════════╧═══════════════╧══════════════╧═════════╛

pub_rec

In [104]:
segmented_univariate_categorical("loan_status", "pub_rec")
Number of unique values => 5


╒════╤═══════════╤═══════════════╤══════════════╤═════════╕
│    │   pub_rec │ loan_status   │   percent(%) │   count │
╞════╪═══════════╪═══════════════╪══════════════╪═════════╡
│  0 │         0 │ Fully Paid    │     0.86086  │   27297 │
├────┼───────────┼───────────────┼──────────────┼─────────┤
│  1 │         0 │ Charged Off   │     0.13914  │    4412 │
├────┼───────────┼───────────────┼──────────────┼─────────┤
│  2 │         1 │ Fully Paid    │     0.778071 │    1476 │
├────┼───────────┼───────────────┼──────────────┼─────────┤
│  3 │         1 │ Charged Off   │     0.221929 │     421 │
├────┼───────────┼───────────────┼──────────────┼─────────┤
│  4 │         2 │ Fully Paid    │     0.777778 │      35 │
├────┼───────────┼───────────────┼──────────────┼─────────┤
│  5 │         2 │ Charged Off   │     0.222222 │      10 │
├────┼───────────┼───────────────┼──────────────┼─────────┤
│  6 │         3 │ Fully Paid    │     1        │       6 │
├────┼───────────┼───────────────┼──────────────┼─────────┤
│  7 │         4 │ Fully Paid    │     1        │       2 │
╘════╧═══════════╧═══════════════╧══════════════╧═════════╛

revol_bal

In [105]:
segmented_univariate_numeric('loan_status', 'revol_bal')
Number of unique values => 17786


revol_util_percent

In [106]:
segmented_univariate_numeric('loan_status', 'revol_util_percent')
Number of unique values => 1078


pub_rec_bankruptcies

In [107]:
segmented_univariate_categorical("loan_status", "pub_rec_bankruptcies")
Number of unique values => 3


╒════╤════════════════════════╤═══════════════╤══════════════╤═════════╕
│    │   pub_rec_bankruptcies │ loan_status   │   percent(%) │   count │
╞════╪════════════════════════╪═══════════════╪══════════════╪═════════╡
│  0 │                      0 │ Fully Paid    │     0.859763 │   27607 │
├────┼────────────────────────┼───────────────┼──────────────┼─────────┤
│  1 │                      0 │ Charged Off   │     0.140237 │    4503 │
├────┼────────────────────────┼───────────────┼──────────────┼─────────┤
│  2 │                      1 │ Fully Paid    │     0.781088 │    1206 │
├────┼────────────────────────┼───────────────┼──────────────┼─────────┤
│  3 │                      1 │ Charged Off   │     0.218912 │     338 │
├────┼────────────────────────┼───────────────┼──────────────┼─────────┤
│  4 │                      2 │ Fully Paid    │     0.6      │       3 │
├────┼────────────────────────┼───────────────┼──────────────┼─────────┤
│  5 │                      2 │ Charged Off   │     0.4      │       2 │
╘════╧════════════════════════╧═══════════════╧══════════════╧═════════╛

term

In [108]:
segmented_univariate_categorical("loan_status", "term")
Number of unique values => 2


╒════╤═══════════╤═══════════════╤══════════════╤═════════╕
│    │ term      │ loan_status   │   percent(%) │   count │
╞════╪═══════════╪═══════════════╪══════════════╪═════════╡
│  0 │ 36 months │ Fully Paid    │     0.888226 │   23069 │
├────┼───────────┼───────────────┼──────────────┼─────────┤
│  1 │ 36 months │ Charged Off   │     0.111774 │    2903 │
├────┼───────────┼───────────────┼──────────────┼─────────┤
│  2 │ 60 months │ Fully Paid    │     0.747626 │    5747 │
├────┼───────────┼───────────────┼──────────────┼─────────┤
│  3 │ 60 months │ Charged Off   │     0.252374 │    1940 │
╘════╧═══════════╧═══════════════╧══════════════╧═════════╛

Inference

60 months term has higher percentage of default loans hence the higher chance of default.

grade

In [109]:
segmented_univariate_categorical("loan_status", "grade")
Number of unique values => 7


╒════╤═════════╤═══════════════╤══════════════╤═════════╕
│    │ grade   │ loan_status   │   percent(%) │   count │
╞════╪═════════╪═══════════════╪══════════════╪═════════╡
│  0 │ A       │ Fully Paid    │    0.939437  │    8516 │
├────┼─────────┼───────────────┼──────────────┼─────────┤
│  1 │ A       │ Charged Off   │    0.0605626 │     549 │
├────┼─────────┼───────────────┼──────────────┼─────────┤
│  2 │ B       │ Fully Paid    │    0.876362  │    9009 │
├────┼─────────┼───────────────┼──────────────┼─────────┤
│  3 │ B       │ Charged Off   │    0.123638  │    1271 │
├────┼─────────┼───────────────┼──────────────┼─────────┤
│  4 │ C       │ Fully Paid    │    0.825704  │    5718 │
├────┼─────────┼───────────────┼──────────────┼─────────┤
│  5 │ C       │ Charged Off   │    0.174296  │    1207 │
├────┼─────────┼───────────────┼──────────────┼─────────┤
│  6 │ D       │ Fully Paid    │    0.779133  │    3450 │
├────┼─────────┼───────────────┼──────────────┼─────────┤
│  7 │ D       │ Charged Off   │    0.220867  │     978 │
├────┼─────────┼───────────────┼──────────────┼─────────┤
│  8 │ E       │ Fully Paid    │    0.733012  │    1521 │
├────┼─────────┼───────────────┼──────────────┼─────────┤
│  9 │ E       │ Charged Off   │    0.266988  │     554 │
├────┼─────────┼───────────────┼──────────────┼─────────┤
│ 10 │ F       │ Fully Paid    │    0.687933  │     496 │
├────┼─────────┼───────────────┼──────────────┼─────────┤
│ 11 │ F       │ Charged Off   │    0.312067  │     225 │
├────┼─────────┼───────────────┼──────────────┼─────────┤
│ 12 │ G       │ Fully Paid    │    0.642424  │     106 │
├────┼─────────┼───────────────┼──────────────┼─────────┤
│ 13 │ G       │ Charged Off   │    0.357576  │      59 │
╘════╧═════════╧═══════════════╧══════════════╧═════════╛

Inference

Grades C,D are contributing to loan default.

emp_length

In [110]:
segmented_univariate_categorical("loan_status", "emp_length")
Number of unique values => 12


╒════╤══════════════╤═══════════════╤══════════════╤═════════╕
│    │ emp_length   │ loan_status   │   percent(%) │   count │
╞════╪══════════════╪═══════════════╪══════════════╪═════════╡
│  0 │ 1 year       │ Fully Paid    │     0.856943 │    2456 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│  1 │ 1 year       │ Charged Off   │     0.143057 │     410 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│  2 │ 10+ years    │ Fully Paid    │     0.845047 │    5699 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│  3 │ 10+ years    │ Charged Off   │     0.154953 │    1045 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│  4 │ 2 years      │ Fully Paid    │     0.868109 │    3370 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│  5 │ 2 years      │ Charged Off   │     0.131891 │     512 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│  6 │ 3 years      │ Fully Paid    │     0.86268  │    3116 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│  7 │ 3 years      │ Charged Off   │     0.13732  │     496 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│  8 │ 4 years      │ Fully Paid    │     0.864883 │    2586 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│  9 │ 4 years      │ Charged Off   │     0.135117 │     404 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 10 │ 5 years      │ Fully Paid    │     0.857345 │    2428 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 11 │ 5 years      │ Charged Off   │     0.142655 │     404 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 12 │ 6 years      │ Fully Paid    │     0.858491 │    1638 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 13 │ 6 years      │ Charged Off   │     0.141509 │     270 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 14 │ 7 years      │ Fully Paid    │     0.855622 │    1286 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 15 │ 7 years      │ Charged Off   │     0.144378 │     217 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 16 │ 8 years      │ Fully Paid    │     0.863934 │    1054 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 17 │ 8 years      │ Charged Off   │     0.136066 │     166 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 18 │ 9 years      │ Fully Paid    │     0.868496 │     918 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 19 │ 9 years      │ Charged Off   │     0.131504 │     139 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 20 │ < 1 year     │ Fully Paid    │     0.860602 │    3519 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 21 │ < 1 year     │ Charged Off   │     0.139398 │     570 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 22 │ Missing      │ Fully Paid    │     0.780335 │     746 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 23 │ Missing      │ Charged Off   │     0.219665 │     210 │
╘════╧══════════════╧═══════════════╧══════════════╧═════════╛

home_ownership

In [111]:
segmented_univariate_categorical("loan_status", "home_ownership")
Number of unique values => 5


╒════╤══════════════════╤═══════════════╤══════════════╤═════════╕
│    │ home_ownership   │ loan_status   │   percent(%) │   count │
╞════╪══════════════════╪═══════════════╪══════════════╪═════════╡
│  0 │ MORTGAGE         │ Fully Paid    │     0.865776 │   11733 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  1 │ MORTGAGE         │ Charged Off   │     0.134224 │    1819 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  2 │ NONE             │ Fully Paid    │     1        │       3 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  3 │ OTHER            │ Fully Paid    │     0.811111 │      73 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  4 │ OTHER            │ Charged Off   │     0.188889 │      17 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  5 │ OWN              │ Fully Paid    │     0.851024 │    2285 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  6 │ OWN              │ Charged Off   │     0.148976 │     400 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  7 │ RENT             │ Fully Paid    │     0.849559 │   14722 │
├────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  8 │ RENT             │ Charged Off   │     0.150441 │    2607 │
╘════╧══════════════════╧═══════════════╧══════════════╧═════════╛

Inference

Borrowers whose are currently living in a rented accommodation or their house is on mortgage are more likely to default.

verification_status

In [112]:
segmented_univariate_categorical("loan_status", "verification_status")
Number of unique values => 3


╒════╤═══════════════════════╤═══════════════╤══════════════╤═════════╕
│    │ verification_status   │ loan_status   │   percent(%) │   count │
╞════╪═══════════════════════╪═══════════════╪══════════════╪═════════╡
│  0 │ Not Verified          │ Fully Paid    │     0.873194 │   13538 │
├────┼───────────────────────┼───────────────┼──────────────┼─────────┤
│  1 │ Not Verified          │ Charged Off   │     0.126806 │    1966 │
├────┼───────────────────────┼───────────────┼──────────────┼─────────┤
│  2 │ Source Verified       │ Fully Paid    │     0.852224 │    7376 │
├────┼───────────────────────┼───────────────┼──────────────┼─────────┤
│  3 │ Source Verified       │ Charged Off   │     0.147776 │    1279 │
├────┼───────────────────────┼───────────────┼──────────────┼─────────┤
│  4 │ Verified              │ Fully Paid    │     0.831789 │    7902 │
├────┼───────────────────────┼───────────────┼──────────────┼─────────┤
│  5 │ Verified              │ Charged Off   │     0.168211 │    1598 │
╘════╧═══════════════════════╧═══════════════╧══════════════╧═════════╛

purpose

In [113]:
segmented_univariate_categorical("loan_status", "purpose")
Number of unique values => 14


╒════╤════════════════════╤═══════════════╤══════════════╤═════════╕
│    │ purpose            │ loan_status   │   percent(%) │   count │
╞════╪════════════════════╪═══════════════╪══════════════╪═════════╡
│  0 │ car                │ Fully Paid    │     0.890452 │    1203 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  1 │ car                │ Charged Off   │     0.109548 │     148 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  2 │ credit_card        │ Fully Paid    │     0.895833 │    3827 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  3 │ credit_card        │ Charged Off   │     0.104167 │     445 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  4 │ debt_consolidation │ Fully Paid    │     0.849159 │   13432 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  5 │ debt_consolidation │ Charged Off   │     0.150841 │    2386 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  6 │ educational        │ Fully Paid    │     0.827703 │     245 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  7 │ educational        │ Charged Off   │     0.172297 │      51 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  8 │ home_improvement   │ Fully Paid    │     0.875107 │    2039 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  9 │ home_improvement   │ Charged Off   │     0.124893 │     291 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 10 │ house              │ Fully Paid    │     0.853035 │     267 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 11 │ house              │ Charged Off   │     0.146965 │      46 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 12 │ major_purchase     │ Fully Paid    │     0.891906 │    1741 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 13 │ major_purchase     │ Charged Off   │     0.108094 │     211 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 14 │ medical            │ Fully Paid    │     0.841845 │     511 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 15 │ medical            │ Charged Off   │     0.158155 │      96 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 16 │ moving             │ Fully Paid    │     0.836158 │     444 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 17 │ moving             │ Charged Off   │     0.163842 │      87 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 18 │ other              │ Fully Paid    │     0.841256 │    2920 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 19 │ other              │ Charged Off   │     0.158744 │     551 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 20 │ renewable_energy   │ Fully Paid    │     0.811111 │      73 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 21 │ renewable_energy   │ Charged Off   │     0.188889 │      17 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 22 │ small_business     │ Fully Paid    │     0.735025 │    1043 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 23 │ small_business     │ Charged Off   │     0.264975 │     376 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 24 │ vacation           │ Fully Paid    │     0.852273 │     300 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 25 │ vacation           │ Charged Off   │     0.147727 │      52 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 26 │ wedding            │ Fully Paid    │     0.89965  │     771 │
├────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 27 │ wedding            │ Charged Off   │     0.10035  │      86 │
╘════╧════════════════════╧═══════════════╧══════════════╧═════════╛

Inference

Loans taken for the purpose of debt_consolidation have higher chance of default.

addr_state

In [114]:
segmented_univariate_categorical("loan_status", "addr_state")
Number of unique values => 50


╒════╤══════════════╤═══════════════╤══════════════╤═════════╕
│    │ addr_state   │ loan_status   │   percent(%) │   count │
╞════╪══════════════╪═══════════════╪══════════════╪═════════╡
│  0 │ AK           │ Fully Paid    │    0.816667  │      49 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│  1 │ AK           │ Charged Off   │    0.183333  │      11 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│  2 │ AL           │ Fully Paid    │    0.87664   │     334 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│  3 │ AL           │ Charged Off   │    0.12336   │      47 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│  4 │ AR           │ Fully Paid    │    0.894495  │     195 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│  5 │ AR           │ Charged Off   │    0.105505  │      23 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│  6 │ AZ           │ Fully Paid    │    0.854054  │     632 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│  7 │ AZ           │ Charged Off   │    0.145946  │     108 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│  8 │ CA           │ Fully Paid    │    0.84083   │    5066 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│  9 │ CA           │ Charged Off   │    0.15917   │     959 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 10 │ CO           │ Fully Paid    │    0.870778  │     593 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 11 │ CO           │ Charged Off   │    0.129222  │      88 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 12 │ CT           │ Fully Paid    │    0.867987  │     526 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 13 │ CT           │ Charged Off   │    0.132013  │      80 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 14 │ DC           │ Fully Paid    │    0.9375    │     165 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 15 │ DC           │ Charged Off   │    0.0625    │      11 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 16 │ DE           │ Fully Paid    │    0.887755  │      87 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 17 │ DE           │ Charged Off   │    0.112245  │      11 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 18 │ FL           │ Fully Paid    │    0.819001  │    2000 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 19 │ FL           │ Charged Off   │    0.180999  │     442 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 20 │ GA           │ Fully Paid    │    0.842334  │     967 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 21 │ GA           │ Charged Off   │    0.157666  │     181 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 22 │ HI           │ Fully Paid    │    0.826667  │     124 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 23 │ HI           │ Charged Off   │    0.173333  │      26 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 24 │ IA           │ Fully Paid    │    1         │       5 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 25 │ ID           │ Fully Paid    │    0.8       │       4 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 26 │ ID           │ Charged Off   │    0.2       │       1 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 27 │ IL           │ Fully Paid    │    0.864844  │    1107 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 28 │ IL           │ Charged Off   │    0.135156  │     173 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 29 │ IN           │ Fully Paid    │    1         │       9 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 30 │ KS           │ Fully Paid    │    0.883929  │     198 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 31 │ KS           │ Charged Off   │    0.116071  │      26 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 32 │ KY           │ Fully Paid    │    0.853571  │     239 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 33 │ KY           │ Charged Off   │    0.146429  │      41 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 34 │ LA           │ Fully Paid    │    0.872     │     327 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 35 │ LA           │ Charged Off   │    0.128     │      48 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 36 │ MA           │ Fully Paid    │    0.877115  │     985 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 37 │ MA           │ Charged Off   │    0.122885  │     138 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 38 │ MD           │ Fully Paid    │    0.846951  │     736 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 39 │ MD           │ Charged Off   │    0.153049  │     133 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 40 │ ME           │ Fully Paid    │    1         │       3 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 41 │ MI           │ Fully Paid    │    0.862126  │     519 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 42 │ MI           │ Charged Off   │    0.137874  │      83 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 43 │ MN           │ Fully Paid    │    0.87061   │     471 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 44 │ MN           │ Charged Off   │    0.12939   │      70 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 45 │ MO           │ Fully Paid    │    0.825083  │     500 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 46 │ MO           │ Charged Off   │    0.174917  │     106 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 47 │ MS           │ Fully Paid    │    0.875     │      14 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 48 │ MS           │ Charged Off   │    0.125     │       2 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 49 │ MT           │ Fully Paid    │    0.88      │      66 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 50 │ MT           │ Charged Off   │    0.12      │       9 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 51 │ NC           │ Fully Paid    │    0.838855  │     557 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 52 │ NC           │ Charged Off   │    0.161145  │     107 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 53 │ NE           │ Charged Off   │    0.75      │       3 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 54 │ NE           │ Fully Paid    │    0.25      │       1 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 55 │ NH           │ Fully Paid    │    0.854167  │     123 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 56 │ NH           │ Charged Off   │    0.145833  │      21 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 57 │ NJ           │ Fully Paid    │    0.838139  │    1279 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 58 │ NJ           │ Charged Off   │    0.161861  │     247 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 59 │ NM           │ Fully Paid    │    0.831325  │     138 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 60 │ NM           │ Charged Off   │    0.168675  │      28 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 61 │ NV           │ Fully Paid    │    0.794258  │     332 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 62 │ NV           │ Charged Off   │    0.205742  │      86 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 63 │ NY           │ Fully Paid    │    0.869821  │    2813 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 64 │ NY           │ Charged Off   │    0.130179  │     421 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 65 │ OH           │ Fully Paid    │    0.871795  │     918 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 66 │ OH           │ Charged Off   │    0.128205  │     135 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 67 │ OK           │ Fully Paid    │    0.853933  │     228 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 68 │ OK           │ Charged Off   │    0.146067  │      39 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 69 │ OR           │ Fully Paid    │    0.844221  │     336 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 70 │ OR           │ Charged Off   │    0.155779  │      62 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 71 │ PA           │ Fully Paid    │    0.880988  │    1177 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 72 │ PA           │ Charged Off   │    0.119012  │     159 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 73 │ RI           │ Fully Paid    │    0.877193  │     150 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 74 │ RI           │ Charged Off   │    0.122807  │      21 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 75 │ SC           │ Fully Paid    │    0.861386  │     348 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 76 │ SC           │ Charged Off   │    0.138614  │      56 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 77 │ SD           │ Fully Paid    │    0.803571  │      45 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 78 │ SD           │ Charged Off   │    0.196429  │      11 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 79 │ TN           │ Fully Paid    │    0.933333  │      14 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 80 │ TN           │ Charged Off   │    0.0666667 │       1 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 81 │ TX           │ Fully Paid    │    0.885153  │    2027 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 82 │ TX           │ Charged Off   │    0.114847  │     263 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 83 │ UT           │ Fully Paid    │    0.85      │     187 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 84 │ UT           │ Charged Off   │    0.15      │      33 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 85 │ VA           │ Fully Paid    │    0.877358  │    1023 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 86 │ VA           │ Charged Off   │    0.122642  │     143 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 87 │ VT           │ Fully Paid    │    0.901961  │      46 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 88 │ VT           │ Charged Off   │    0.0980392 │       5 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 89 │ WA           │ Fully Paid    │    0.844755  │     604 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 90 │ WA           │ Charged Off   │    0.155245  │     111 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 91 │ WI           │ Fully Paid    │    0.868895  │     338 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 92 │ WI           │ Charged Off   │    0.131105  │      51 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 93 │ WV           │ Fully Paid    │    0.873418  │     138 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 94 │ WV           │ Charged Off   │    0.126582  │      20 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 95 │ WY           │ Fully Paid    │    0.960526  │      73 │
├────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 96 │ WY           │ Charged Off   │    0.0394737 │       3 │
╘════╧══════════════╧═══════════════╧══════════════╧═════════╛

Inference

Loans by borrowers from the state 'CA' have higher chance of default.

Derived Metrics

The variables annual_inc, int_rate_percent and revol_util_percent all have outliers even after treating them and also are widely spread. It makes sense to categorize them into low, medium and high and then try to analyse their effect on loan status.

3 bins are created for each variable based on the quantiles 0, 0.25, 0.75 and 1.

The obtained dervied metrics are type driven ordinal variables which follow an order but mathematical difference between categories is not meaningful.

In [115]:
loan['annual_inc_category'] = pd.qcut(loan.annual_inc, [0, .25, .75, 1.], labels=['Low','Medium','High'])

loan['int_rate_percent_category'] = pd.qcut(loan.int_rate_percent, [0, .25, .75, 1.], labels=['Low','Medium','High'])

loan['revol_util_percent_category'] = pd.qcut(loan.revol_util_percent, [0, .25, .75, 1.], labels=['Low','Medium','High'])

print(len(loan.columns))

list(loan.columns)
22
Out[115]:
['loan_amnt',
 'term',
 'int_rate_percent',
 'grade',
 'emp_length',
 'home_ownership',
 'annual_inc',
 'verification_status',
 'loan_status',
 'purpose',
 'addr_state',
 'dti',
 'delinq_2yrs',
 'inq_last_6mths',
 'open_acc',
 'pub_rec',
 'revol_bal',
 'revol_util_percent',
 'pub_rec_bankruptcies',
 'annual_inc_category',
 'int_rate_percent_category',
 'revol_util_percent_category']
In [116]:
loan.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 33659 entries, 0 to 39716
Data columns (total 22 columns):
loan_amnt                      33659 non-null int64
term                           33659 non-null object
int_rate_percent               33659 non-null float64
grade                          33659 non-null object
emp_length                     33659 non-null object
home_ownership                 33659 non-null object
annual_inc                     33659 non-null float64
verification_status            33659 non-null object
loan_status                    33659 non-null object
purpose                        33659 non-null object
addr_state                     33659 non-null object
dti                            33659 non-null float64
delinq_2yrs                    33659 non-null int64
inq_last_6mths                 33659 non-null int64
open_acc                       33659 non-null int64
pub_rec                        33659 non-null int64
revol_bal                      33659 non-null int64
revol_util_percent             33659 non-null float64
pub_rec_bankruptcies           33659 non-null float64
annual_inc_category            33659 non-null category
int_rate_percent_category      33659 non-null category
revol_util_percent_category    33659 non-null category
dtypes: category(3), float64(5), int64(6), object(8)
memory usage: 6.5+ MB

Derived Metric Analysis

annual_inc_category

In [117]:
segmented_univariate_categorical("loan_status", "annual_inc_category")
Number of unique values => 3


╒════╤═══════════════════════╤═══════════════╤══════════════╤═════════╕
│    │ annual_inc_category   │ loan_status   │   percent(%) │   count │
╞════╪═══════════════════════╪═══════════════╪══════════════╪═════════╡
│  0 │ Low                   │ Fully Paid    │     0.819846 │    6899 │
├────┼───────────────────────┼───────────────┼──────────────┼─────────┤
│  1 │ Low                   │ Charged Off   │     0.180154 │    1516 │
├────┼───────────────────────┼───────────────┼──────────────┼─────────┤
│  2 │ Medium                │ Fully Paid    │     0.854061 │   14373 │
├────┼───────────────────────┼───────────────┼──────────────┼─────────┤
│  3 │ Medium                │ Charged Off   │     0.145939 │    2456 │
├────┼───────────────────────┼───────────────┼──────────────┼─────────┤
│  4 │ High                  │ Fully Paid    │     0.896494 │    7544 │
├────┼───────────────────────┼───────────────┼──────────────┼─────────┤
│  5 │ High                  │ Charged Off   │     0.103506 │     871 │
╘════╧═══════════════════════╧═══════════════╧══════════════╧═════════╛

int_rate_percent_category

In [118]:
segmented_univariate_categorical("loan_status", "int_rate_percent_category")
Number of unique values => 3


╒════╤═════════════════════════════╤═══════════════╤══════════════╤═════════╕
│    │ int_rate_percent_category   │ loan_status   │   percent(%) │   count │
╞════╪═════════════════════════════╪═══════════════╪══════════════╪═════════╡
│  0 │ Low                         │ Fully Paid    │    0.939874  │    8066 │
├────┼─────────────────────────────┼───────────────┼──────────────┼─────────┤
│  1 │ Low                         │ Charged Off   │    0.0601258 │     516 │
├────┼─────────────────────────────┼───────────────┼──────────────┼─────────┤
│  2 │ Medium                      │ Fully Paid    │    0.862098  │   14416 │
├────┼─────────────────────────────┼───────────────┼──────────────┼─────────┤
│  3 │ Medium                      │ Charged Off   │    0.137902  │    2306 │
├────┼─────────────────────────────┼───────────────┼──────────────┼─────────┤
│  4 │ High                        │ Fully Paid    │    0.758109  │    6334 │
├────┼─────────────────────────────┼───────────────┼──────────────┼─────────┤
│  5 │ High                        │ Charged Off   │    0.241891  │    2021 │
╘════╧═════════════════════════════╧═══════════════╧══════════════╧═════════╛

revol_util_percent_category

In [119]:
segmented_univariate_categorical("loan_status", "revol_util_percent_category")
Number of unique values => 3


╒════╤═══════════════════════════════╤═══════════════╤══════════════╤═════════╕
│    │ revol_util_percent_category   │ loan_status   │   percent(%) │   count │
╞════╪═══════════════════════════════╪═══════════════╪══════════════╪═════════╡
│  0 │ Low                           │ Fully Paid    │    0.900936  │    7603 │
├────┼───────────────────────────────┼───────────────┼──────────────┼─────────┤
│  1 │ Low                           │ Charged Off   │    0.0990639 │     836 │
├────┼───────────────────────────────┼───────────────┼──────────────┼─────────┤
│  2 │ Medium                        │ Fully Paid    │    0.857585  │   14422 │
├────┼───────────────────────────────┼───────────────┼──────────────┼─────────┤
│  3 │ Medium                        │ Charged Off   │    0.142415  │    2395 │
├────┼───────────────────────────────┼───────────────┼──────────────┼─────────┤
│  4 │ High                          │ Fully Paid    │    0.808164  │    6791 │
├────┼───────────────────────────────┼───────────────┼──────────────┼─────────┤
│  5 │ High                          │ Charged Off   │    0.191836  │    1612 │
╘════╧═══════════════════════════════╧═══════════════╧══════════════╧═════════╛

Inference

None of the derived metrics show significant impact on the loan default.

Bivariate Analysis

Function for bivariate analysis for categorical variables

In [120]:
def bivariate_categorical(x, hue1, hue2):
    
    plt.figure(figsize=(20, 20))

    x, hue1, hue2 = x, hue1, hue2
    y = "count"

    count_loan = loan[x].groupby([loan[hue1],loan[hue2]]).value_counts().rename(y).reset_index()

    y = "percent(%)"

    percent_loan = loan[x].groupby([loan[hue1],loan[hue2]]).value_counts(normalize=True).rename(y).reset_index()

    sns.catplot(x=x, y=y, hue=hue1, col=hue2, data=percent_loan, kind='bar', sharey=False, sharex=False, col_wrap=3)

    plt.show()
    print(tabulate(pd.merge(percent_loan, count_loan, how='inner'), headers='keys', tablefmt='fancy_grid'))

Correlation Matrix & Heat Map

In [121]:
plt.figure(figsize=(10, 8))
sns.heatmap(loan.corr(), cmap="YlGnBu", annot=True)
plt.show()

Inference

There is no significant correlation between the variables that we are interested in that helps the analysis.

In [122]:
plt.figure(figsize=(5, 4))
sns.heatmap(loan[['int_rate_percent','annual_inc']].corr(), cmap="YlGnBu", annot=True)
plt.show()

Term by Others

Grade

In [123]:
bivariate_categorical("loan_status", "term", "grade")
<matplotlib.figure.Figure at 0x113f96550>
╒════╤═══════════╤═════════╤═══════════════╤══════════════╤═════════╕
│    │ term      │ grade   │ loan_status   │   percent(%) │   count │
╞════╪═══════════╪═════════╪═══════════════╪══════════════╪═════════╡
│  0 │ 36 months │ A       │ Fully Paid    │    0.941055  │    8190 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│  1 │ 36 months │ A       │ Charged Off   │    0.0589452 │     513 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│  2 │ 36 months │ B       │ Fully Paid    │    0.89278   │    7419 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│  3 │ 36 months │ B       │ Charged Off   │    0.10722   │     891 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│  4 │ 36 months │ C       │ Fully Paid    │    0.850086  │    4423 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│  5 │ 36 months │ C       │ Charged Off   │    0.149914  │     780 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│  6 │ 36 months │ D       │ Fully Paid    │    0.815678  │    2310 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│  7 │ 36 months │ D       │ Charged Off   │    0.184322  │     522 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│  8 │ 36 months │ E       │ Fully Paid    │    0.800554  │     578 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│  9 │ 36 months │ E       │ Charged Off   │    0.199446  │     144 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│ 10 │ 36 months │ F       │ Fully Paid    │    0.776398  │     125 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│ 11 │ 36 months │ F       │ Charged Off   │    0.223602  │      36 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│ 12 │ 36 months │ G       │ Fully Paid    │    0.585366  │      24 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│ 13 │ 36 months │ G       │ Charged Off   │    0.414634  │      17 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│ 14 │ 60 months │ A       │ Fully Paid    │    0.900552  │     326 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│ 15 │ 60 months │ A       │ Charged Off   │    0.0994475 │      36 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│ 16 │ 60 months │ B       │ Fully Paid    │    0.807107  │    1590 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│ 17 │ 60 months │ B       │ Charged Off   │    0.192893  │     380 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│ 18 │ 60 months │ C       │ Fully Paid    │    0.752033  │    1295 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│ 19 │ 60 months │ C       │ Charged Off   │    0.247967  │     427 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│ 20 │ 60 months │ D       │ Fully Paid    │    0.714286  │    1140 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│ 21 │ 60 months │ D       │ Charged Off   │    0.285714  │     456 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│ 22 │ 60 months │ E       │ Fully Paid    │    0.69697   │     943 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│ 23 │ 60 months │ E       │ Charged Off   │    0.30303   │     410 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│ 24 │ 60 months │ F       │ Fully Paid    │    0.6625    │     371 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│ 25 │ 60 months │ F       │ Charged Off   │    0.3375    │     189 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│ 26 │ 60 months │ G       │ Fully Paid    │    0.66129   │      82 │
├────┼───────────┼─────────┼───────────────┼──────────────┼─────────┤
│ 27 │ 60 months │ G       │ Charged Off   │    0.33871   │      42 │
╘════╧═══════════╧═════════╧═══════════════╧══════════════╧═════════╛

Inference

Term 60 months and grades C & D have a higher chance of default:

Term Grade Percent
60 Months C 24.8
60 Months D 28.57

Note => Percent is the percentage of default in the occurence of the corresponding combinations.

Home Ownership

In [124]:
bivariate_categorical("loan_status", "term", "home_ownership")
<matplotlib.figure.Figure at 0x113f96898>
╒════╤═══════════╤══════════════════╤═══════════════╤══════════════╤═════════╕
│    │ term      │ home_ownership   │ loan_status   │   percent(%) │   count │
╞════╪═══════════╪══════════════════╪═══════════════╪══════════════╪═════════╡
│  0 │ 36 months │ MORTGAGE         │ Fully Paid    │    0.901548  │    8855 │
├────┼───────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  1 │ 36 months │ MORTGAGE         │ Charged Off   │    0.0984525 │     967 │
├────┼───────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  2 │ 36 months │ NONE             │ Fully Paid    │    1         │       3 │
├────┼───────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  3 │ 36 months │ OTHER            │ Fully Paid    │    0.820225  │      73 │
├────┼───────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  4 │ 36 months │ OTHER            │ Charged Off   │    0.179775  │      16 │
├────┼───────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  5 │ 36 months │ OWN              │ Fully Paid    │    0.888308  │    1869 │
├────┼───────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  6 │ 36 months │ OWN              │ Charged Off   │    0.111692  │     235 │
├────┼───────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  7 │ 36 months │ RENT             │ Fully Paid    │    0.879246  │   12269 │
├────┼───────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  8 │ 36 months │ RENT             │ Charged Off   │    0.120754  │    1685 │
├────┼───────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  9 │ 60 months │ MORTGAGE         │ Fully Paid    │    0.771582  │    2878 │
├────┼───────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 10 │ 60 months │ MORTGAGE         │ Charged Off   │    0.228418  │     852 │
├────┼───────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 11 │ 60 months │ OTHER            │ Charged Off   │    1         │       1 │
├────┼───────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 12 │ 60 months │ OWN              │ Fully Paid    │    0.716007  │     416 │
├────┼───────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 13 │ 60 months │ OWN              │ Charged Off   │    0.283993  │     165 │
├────┼───────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 14 │ 60 months │ RENT             │ Fully Paid    │    0.726815  │    2453 │
├────┼───────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 15 │ 60 months │ RENT             │ Charged Off   │    0.273185  │     922 │
╘════╧═══════════╧══════════════════╧═══════════════╧══════════════╧═════════╛

Inference

Term 60 months and home ownership categories Rent and Mortgage have a higher chance of default:

Term Home Ownership Percent
60 Months RENT 27.32
60 Months MORTGAGE 22.48

Note => Percent is the percentage of default in the occurence of the corresponding combinations.

Purpose

In [125]:
bivariate_categorical("loan_status", "term", "purpose")
<matplotlib.figure.Figure at 0x1137dcac8>
╒════╤═══════════╤════════════════════╤═══════════════╤══════════════╤═════════╕
│    │ term      │ purpose            │ loan_status   │   percent(%) │   count │
╞════╪═══════════╪════════════════════╪═══════════════╪══════════════╪═════════╡
│  0 │ 36 months │ car                │ Fully Paid    │    0.914124  │     809 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  1 │ 36 months │ car                │ Charged Off   │    0.0858757 │      76 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  2 │ 36 months │ credit_card        │ Fully Paid    │    0.923164  │    3268 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  3 │ 36 months │ credit_card        │ Charged Off   │    0.0768362 │     272 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  4 │ 36 months │ debt_consolidation │ Fully Paid    │    0.886657  │   10506 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  5 │ 36 months │ debt_consolidation │ Charged Off   │    0.113343  │    1343 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  6 │ 36 months │ educational        │ Fully Paid    │    0.842857  │     236 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  7 │ 36 months │ educational        │ Charged Off   │    0.157143  │      44 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  8 │ 36 months │ home_improvement   │ Fully Paid    │    0.898148  │    1552 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  9 │ 36 months │ home_improvement   │ Charged Off   │    0.101852  │     176 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 10 │ 36 months │ house              │ Fully Paid    │    0.891304  │     205 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 11 │ 36 months │ house              │ Charged Off   │    0.108696  │      25 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 12 │ 36 months │ major_purchase     │ Fully Paid    │    0.916719  │    1453 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 13 │ 36 months │ major_purchase     │ Charged Off   │    0.0832808 │     132 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 14 │ 36 months │ medical            │ Fully Paid    │    0.859873  │     405 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 15 │ 36 months │ medical            │ Charged Off   │    0.140127  │      66 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 16 │ 36 months │ moving             │ Fully Paid    │    0.843267  │     382 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 17 │ 36 months │ moving             │ Charged Off   │    0.156733  │      71 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 18 │ 36 months │ other              │ Fully Paid    │    0.86999   │    2496 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 19 │ 36 months │ other              │ Charged Off   │    0.13001   │     373 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 20 │ 36 months │ renewable_energy   │ Fully Paid    │    0.823529  │      56 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 21 │ 36 months │ renewable_energy   │ Charged Off   │    0.176471  │      12 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 22 │ 36 months │ small_business     │ Fully Paid    │    0.7853    │     812 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 23 │ 36 months │ small_business     │ Charged Off   │    0.2147    │     222 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 24 │ 36 months │ vacation           │ Fully Paid    │    0.877076  │     264 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 25 │ 36 months │ vacation           │ Charged Off   │    0.122924  │      37 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 26 │ 36 months │ wedding            │ Fully Paid    │    0.920471  │     625 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 27 │ 36 months │ wedding            │ Charged Off   │    0.0795287 │      54 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 28 │ 60 months │ car                │ Fully Paid    │    0.845494  │     394 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 29 │ 60 months │ car                │ Charged Off   │    0.154506  │      72 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 30 │ 60 months │ credit_card        │ Fully Paid    │    0.763661  │     559 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 31 │ 60 months │ credit_card        │ Charged Off   │    0.236339  │     173 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 32 │ 60 months │ debt_consolidation │ Fully Paid    │    0.737213  │    2926 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 33 │ 60 months │ debt_consolidation │ Charged Off   │    0.262787  │    1043 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 34 │ 60 months │ educational        │ Fully Paid    │    0.5625    │       9 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 35 │ 60 months │ educational        │ Charged Off   │    0.4375    │       7 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 36 │ 60 months │ home_improvement   │ Fully Paid    │    0.80897   │     487 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 37 │ 60 months │ home_improvement   │ Charged Off   │    0.19103   │     115 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 38 │ 60 months │ house              │ Fully Paid    │    0.746988  │      62 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 39 │ 60 months │ house              │ Charged Off   │    0.253012  │      21 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 40 │ 60 months │ major_purchase     │ Fully Paid    │    0.784741  │     288 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 41 │ 60 months │ major_purchase     │ Charged Off   │    0.215259  │      79 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 42 │ 60 months │ medical            │ Fully Paid    │    0.779412  │     106 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 43 │ 60 months │ medical            │ Charged Off   │    0.220588  │      30 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 44 │ 60 months │ moving             │ Fully Paid    │    0.794872  │      62 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 45 │ 60 months │ moving             │ Charged Off   │    0.205128  │      16 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 46 │ 60 months │ other              │ Fully Paid    │    0.704319  │     424 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 47 │ 60 months │ other              │ Charged Off   │    0.295681  │     178 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 48 │ 60 months │ renewable_energy   │ Fully Paid    │    0.772727  │      17 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 49 │ 60 months │ renewable_energy   │ Charged Off   │    0.227273  │       5 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 50 │ 60 months │ small_business     │ Fully Paid    │    0.6       │     231 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 51 │ 60 months │ small_business     │ Charged Off   │    0.4       │     154 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 52 │ 60 months │ vacation           │ Fully Paid    │    0.705882  │      36 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 53 │ 60 months │ vacation           │ Charged Off   │    0.294118  │      15 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 54 │ 60 months │ wedding            │ Fully Paid    │    0.820225  │     146 │
├────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 55 │ 60 months │ wedding            │ Charged Off   │    0.179775  │      32 │
╘════╧═══════════╧════════════════════╧═══════════════╧══════════════╧═════════╛

Inference

Term 60 months and purpose category Debt Consolidation have a higher chance of default:

Term Purpose Percent
60 Months Debt Consolidation 26.28

Note => Percent is the percentage of default in the occurence of the corresponding combinations.

State

In [126]:
bivariate_categorical("loan_status", "term", "addr_state")
<matplotlib.figure.Figure at 0x115d62518>
╒═════╤═══════════╤══════════════╤═══════════════╤══════════════╤═════════╕
│     │ term      │ addr_state   │ loan_status   │   percent(%) │   count │
╞═════╪═══════════╪══════════════╪═══════════════╪══════════════╪═════════╡
│   0 │ 36 months │ AK           │ Fully Paid    │    0.840909  │      37 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   1 │ 36 months │ AK           │ Charged Off   │    0.159091  │       7 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   2 │ 36 months │ AL           │ Fully Paid    │    0.917526  │     267 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   3 │ 36 months │ AL           │ Charged Off   │    0.0824742 │      24 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   4 │ 36 months │ AR           │ Fully Paid    │    0.912281  │     156 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   5 │ 36 months │ AR           │ Charged Off   │    0.0877193 │      15 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   6 │ 36 months │ AZ           │ Fully Paid    │    0.883303  │     492 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   7 │ 36 months │ AZ           │ Charged Off   │    0.116697  │      65 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   8 │ 36 months │ CA           │ Fully Paid    │    0.870519  │    4128 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   9 │ 36 months │ CA           │ Charged Off   │    0.129481  │     614 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  10 │ 36 months │ CO           │ Fully Paid    │    0.89603   │     474 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  11 │ 36 months │ CO           │ Charged Off   │    0.10397   │      55 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  12 │ 36 months │ CT           │ Fully Paid    │    0.919149  │     432 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  13 │ 36 months │ CT           │ Charged Off   │    0.0808511 │      38 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  14 │ 36 months │ DC           │ Fully Paid    │    0.933775  │     141 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  15 │ 36 months │ DC           │ Charged Off   │    0.0662252 │      10 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  16 │ 36 months │ DE           │ Fully Paid    │    0.906667  │      68 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  17 │ 36 months │ DE           │ Charged Off   │    0.0933333 │       7 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  18 │ 36 months │ FL           │ Fully Paid    │    0.856464  │    1623 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  19 │ 36 months │ FL           │ Charged Off   │    0.143536  │     272 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  20 │ 36 months │ GA           │ Fully Paid    │    0.865826  │     755 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  21 │ 36 months │ GA           │ Charged Off   │    0.134174  │     117 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  22 │ 36 months │ HI           │ Fully Paid    │    0.845455  │      93 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  23 │ 36 months │ HI           │ Charged Off   │    0.154545  │      17 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  24 │ 36 months │ IA           │ Fully Paid    │    1         │       5 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  25 │ 36 months │ ID           │ Fully Paid    │    0.8       │       4 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  26 │ 36 months │ ID           │ Charged Off   │    0.2       │       1 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  27 │ 36 months │ IL           │ Fully Paid    │    0.898102  │     899 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  28 │ 36 months │ IL           │ Charged Off   │    0.101898  │     102 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  29 │ 36 months │ IN           │ Fully Paid    │    1         │       9 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  30 │ 36 months │ KS           │ Fully Paid    │    0.909091  │     160 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  31 │ 36 months │ KS           │ Charged Off   │    0.0909091 │      16 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  32 │ 36 months │ KY           │ Fully Paid    │    0.926829  │     190 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  33 │ 36 months │ KY           │ Charged Off   │    0.0731707 │      15 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  34 │ 36 months │ LA           │ Fully Paid    │    0.91958   │     263 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  35 │ 36 months │ LA           │ Charged Off   │    0.0804196 │      23 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  36 │ 36 months │ MA           │ Fully Paid    │    0.901012  │     801 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  37 │ 36 months │ MA           │ Charged Off   │    0.0989876 │      88 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  38 │ 36 months │ MD           │ Fully Paid    │    0.881703  │     559 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  39 │ 36 months │ MD           │ Charged Off   │    0.118297  │      75 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  40 │ 36 months │ ME           │ Fully Paid    │    1         │       3 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  41 │ 36 months │ MI           │ Fully Paid    │    0.892202  │     389 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  42 │ 36 months │ MI           │ Charged Off   │    0.107798  │      47 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  43 │ 36 months │ MN           │ Fully Paid    │    0.907143  │     381 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  44 │ 36 months │ MN           │ Charged Off   │    0.0928571 │      39 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  45 │ 36 months │ MO           │ Fully Paid    │    0.859688  │     386 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  46 │ 36 months │ MO           │ Charged Off   │    0.140312  │      63 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  47 │ 36 months │ MS           │ Fully Paid    │    0.875     │      14 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  48 │ 36 months │ MS           │ Charged Off   │    0.125     │       2 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  49 │ 36 months │ MT           │ Fully Paid    │    0.890909  │      49 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  50 │ 36 months │ MT           │ Charged Off   │    0.109091  │       6 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  51 │ 36 months │ NC           │ Fully Paid    │    0.881466  │     409 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  52 │ 36 months │ NC           │ Charged Off   │    0.118534  │      55 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  53 │ 36 months │ NE           │ Charged Off   │    0.75      │       3 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  54 │ 36 months │ NE           │ Fully Paid    │    0.25      │       1 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  55 │ 36 months │ NH           │ Fully Paid    │    0.882883  │      98 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  56 │ 36 months │ NH           │ Charged Off   │    0.117117  │      13 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  57 │ 36 months │ NJ           │ Fully Paid    │    0.875533  │    1027 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  58 │ 36 months │ NJ           │ Charged Off   │    0.124467  │     146 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  59 │ 36 months │ NM           │ Fully Paid    │    0.875969  │     113 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  60 │ 36 months │ NM           │ Charged Off   │    0.124031  │      16 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  61 │ 36 months │ NV           │ Fully Paid    │    0.820261  │     251 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  62 │ 36 months │ NV           │ Charged Off   │    0.179739  │      55 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  63 │ 36 months │ NY           │ Fully Paid    │    0.900235  │    2301 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  64 │ 36 months │ NY           │ Charged Off   │    0.0997653 │     255 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  65 │ 36 months │ OH           │ Fully Paid    │    0.908407  │     724 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  66 │ 36 months │ OH           │ Charged Off   │    0.0915935 │      73 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  67 │ 36 months │ OK           │ Fully Paid    │    0.882653  │     173 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  68 │ 36 months │ OK           │ Charged Off   │    0.117347  │      23 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  69 │ 36 months │ OR           │ Fully Paid    │    0.877023  │     271 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  70 │ 36 months │ OR           │ Charged Off   │    0.122977  │      38 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  71 │ 36 months │ PA           │ Fully Paid    │    0.916335  │     920 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  72 │ 36 months │ PA           │ Charged Off   │    0.0836653 │      84 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  73 │ 36 months │ RI           │ Fully Paid    │    0.896296  │     121 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  74 │ 36 months │ RI           │ Charged Off   │    0.103704  │      14 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  75 │ 36 months │ SC           │ Fully Paid    │    0.900685  │     263 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  76 │ 36 months │ SC           │ Charged Off   │    0.0993151 │      29 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  77 │ 36 months │ SD           │ Fully Paid    │    0.897436  │      35 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  78 │ 36 months │ SD           │ Charged Off   │    0.102564  │       4 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  79 │ 36 months │ TN           │ Fully Paid    │    0.933333  │      14 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  80 │ 36 months │ TN           │ Charged Off   │    0.0666667 │       1 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  81 │ 36 months │ TX           │ Fully Paid    │    0.912281  │    1664 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  82 │ 36 months │ TX           │ Charged Off   │    0.0877193 │     160 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  83 │ 36 months │ UT           │ Fully Paid    │    0.886228  │     148 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  84 │ 36 months │ UT           │ Charged Off   │    0.113772  │      19 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  85 │ 36 months │ VA           │ Fully Paid    │    0.909193  │     811 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  86 │ 36 months │ VA           │ Charged Off   │    0.0908072 │      81 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  87 │ 36 months │ VT           │ Fully Paid    │    0.902439  │      37 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  88 │ 36 months │ VT           │ Charged Off   │    0.097561  │       4 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  89 │ 36 months │ WA           │ Fully Paid    │    0.881508  │     491 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  90 │ 36 months │ WA           │ Charged Off   │    0.118492  │      66 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  91 │ 36 months │ WI           │ Fully Paid    │    0.890459  │     252 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  92 │ 36 months │ WI           │ Charged Off   │    0.109541  │      31 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  93 │ 36 months │ WV           │ Fully Paid    │    0.887931  │     103 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  94 │ 36 months │ WV           │ Charged Off   │    0.112069  │      13 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  95 │ 36 months │ WY           │ Fully Paid    │    0.969697  │      64 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  96 │ 36 months │ WY           │ Charged Off   │    0.030303  │       2 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  97 │ 60 months │ AK           │ Fully Paid    │    0.75      │      12 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  98 │ 60 months │ AK           │ Charged Off   │    0.25      │       4 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  99 │ 60 months │ AL           │ Fully Paid    │    0.744444  │      67 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 100 │ 60 months │ AL           │ Charged Off   │    0.255556  │      23 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 101 │ 60 months │ AR           │ Fully Paid    │    0.829787  │      39 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 102 │ 60 months │ AR           │ Charged Off   │    0.170213  │       8 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 103 │ 60 months │ AZ           │ Fully Paid    │    0.765027  │     140 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 104 │ 60 months │ AZ           │ Charged Off   │    0.234973  │      43 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 105 │ 60 months │ CA           │ Fully Paid    │    0.731099  │     938 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 106 │ 60 months │ CA           │ Charged Off   │    0.268901  │     345 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 107 │ 60 months │ CO           │ Fully Paid    │    0.782895  │     119 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 108 │ 60 months │ CO           │ Charged Off   │    0.217105  │      33 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 109 │ 60 months │ CT           │ Fully Paid    │    0.691176  │      94 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 110 │ 60 months │ CT           │ Charged Off   │    0.308824  │      42 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 111 │ 60 months │ DC           │ Fully Paid    │    0.96      │      24 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 112 │ 60 months │ DC           │ Charged Off   │    0.04      │       1 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 113 │ 60 months │ DE           │ Fully Paid    │    0.826087  │      19 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 114 │ 60 months │ DE           │ Charged Off   │    0.173913  │       4 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 115 │ 60 months │ FL           │ Fully Paid    │    0.689214  │     377 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 116 │ 60 months │ FL           │ Charged Off   │    0.310786  │     170 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 117 │ 60 months │ GA           │ Fully Paid    │    0.768116  │     212 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 118 │ 60 months │ GA           │ Charged Off   │    0.231884  │      64 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 119 │ 60 months │ HI           │ Fully Paid    │    0.775     │      31 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 120 │ 60 months │ HI           │ Charged Off   │    0.225     │       9 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 121 │ 60 months │ IL           │ Fully Paid    │    0.74552   │     208 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 122 │ 60 months │ IL           │ Charged Off   │    0.25448   │      71 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 123 │ 60 months │ KS           │ Fully Paid    │    0.791667  │      38 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 124 │ 60 months │ KS           │ Charged Off   │    0.208333  │      10 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 125 │ 60 months │ KY           │ Fully Paid    │    0.653333  │      49 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 126 │ 60 months │ KY           │ Charged Off   │    0.346667  │      26 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 127 │ 60 months │ LA           │ Fully Paid    │    0.719101  │      64 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 128 │ 60 months │ LA           │ Charged Off   │    0.280899  │      25 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 129 │ 60 months │ MA           │ Fully Paid    │    0.786325  │     184 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 130 │ 60 months │ MA           │ Charged Off   │    0.213675  │      50 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 131 │ 60 months │ MD           │ Fully Paid    │    0.753191  │     177 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 132 │ 60 months │ MD           │ Charged Off   │    0.246809  │      58 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 133 │ 60 months │ MI           │ Fully Paid    │    0.783133  │     130 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 134 │ 60 months │ MI           │ Charged Off   │    0.216867  │      36 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 135 │ 60 months │ MN           │ Fully Paid    │    0.743802  │      90 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 136 │ 60 months │ MN           │ Charged Off   │    0.256198  │      31 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 137 │ 60 months │ MO           │ Fully Paid    │    0.726115  │     114 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 138 │ 60 months │ MO           │ Charged Off   │    0.273885  │      43 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 139 │ 60 months │ MT           │ Fully Paid    │    0.85      │      17 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 140 │ 60 months │ MT           │ Charged Off   │    0.15      │       3 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 141 │ 60 months │ NC           │ Fully Paid    │    0.74      │     148 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 142 │ 60 months │ NC           │ Charged Off   │    0.26      │      52 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 143 │ 60 months │ NH           │ Fully Paid    │    0.757576  │      25 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 144 │ 60 months │ NH           │ Charged Off   │    0.242424  │       8 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 145 │ 60 months │ NJ           │ Fully Paid    │    0.713881  │     252 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 146 │ 60 months │ NJ           │ Charged Off   │    0.286119  │     101 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 147 │ 60 months │ NM           │ Fully Paid    │    0.675676  │      25 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 148 │ 60 months │ NM           │ Charged Off   │    0.324324  │      12 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 149 │ 60 months │ NV           │ Fully Paid    │    0.723214  │      81 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 150 │ 60 months │ NV           │ Charged Off   │    0.276786  │      31 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 151 │ 60 months │ NY           │ Fully Paid    │    0.755162  │     512 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 152 │ 60 months │ NY           │ Charged Off   │    0.244838  │     166 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 153 │ 60 months │ OH           │ Fully Paid    │    0.757812  │     194 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 154 │ 60 months │ OH           │ Charged Off   │    0.242188  │      62 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 155 │ 60 months │ OK           │ Fully Paid    │    0.774648  │      55 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 156 │ 60 months │ OK           │ Charged Off   │    0.225352  │      16 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 157 │ 60 months │ OR           │ Fully Paid    │    0.730337  │      65 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 158 │ 60 months │ OR           │ Charged Off   │    0.269663  │      24 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 159 │ 60 months │ PA           │ Fully Paid    │    0.774096  │     257 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 160 │ 60 months │ PA           │ Charged Off   │    0.225904  │      75 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 161 │ 60 months │ RI           │ Fully Paid    │    0.805556  │      29 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 162 │ 60 months │ RI           │ Charged Off   │    0.194444  │       7 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 163 │ 60 months │ SC           │ Fully Paid    │    0.758929  │      85 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 164 │ 60 months │ SC           │ Charged Off   │    0.241071  │      27 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 165 │ 60 months │ SD           │ Fully Paid    │    0.588235  │      10 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 166 │ 60 months │ SD           │ Charged Off   │    0.411765  │       7 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 167 │ 60 months │ TX           │ Fully Paid    │    0.77897   │     363 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 168 │ 60 months │ TX           │ Charged Off   │    0.22103   │     103 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 169 │ 60 months │ UT           │ Fully Paid    │    0.735849  │      39 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 170 │ 60 months │ UT           │ Charged Off   │    0.264151  │      14 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 171 │ 60 months │ VA           │ Fully Paid    │    0.773723  │     212 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 172 │ 60 months │ VA           │ Charged Off   │    0.226277  │      62 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 173 │ 60 months │ VT           │ Fully Paid    │    0.9       │       9 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 174 │ 60 months │ VT           │ Charged Off   │    0.1       │       1 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 175 │ 60 months │ WA           │ Fully Paid    │    0.71519   │     113 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 176 │ 60 months │ WA           │ Charged Off   │    0.28481   │      45 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 177 │ 60 months │ WI           │ Fully Paid    │    0.811321  │      86 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 178 │ 60 months │ WI           │ Charged Off   │    0.188679  │      20 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 179 │ 60 months │ WV           │ Fully Paid    │    0.833333  │      35 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 180 │ 60 months │ WV           │ Charged Off   │    0.166667  │       7 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 181 │ 60 months │ WY           │ Fully Paid    │    0.9       │       9 │
├─────┼───────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 182 │ 60 months │ WY           │ Charged Off   │    0.1       │       1 │
╘═════╧═══════════╧══════════════╧═══════════════╧══════════════╧═════════╛

Inference

Term 60 months and state CA have a higher chance of default:

Term State Percent
60 Months CA 26.89

Note => Percent is the percentage of default in the occurence of the corresponding combinations.

Grade by Others

Home Ownership

In [127]:
bivariate_categorical("loan_status", "grade", "home_ownership")
<matplotlib.figure.Figure at 0x1162209b0>
╒════╤═════════╤══════════════════╤═══════════════╤══════════════╤═════════╕
│    │ grade   │ home_ownership   │ loan_status   │   percent(%) │   count │
╞════╪═════════╪══════════════════╪═══════════════╪══════════════╪═════════╡
│  0 │ A       │ MORTGAGE         │ Fully Paid    │    0.948331  │    4148 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  1 │ A       │ MORTGAGE         │ Charged Off   │    0.051669  │     226 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  2 │ A       │ NONE             │ Fully Paid    │    1         │       1 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  3 │ A       │ OTHER            │ Fully Paid    │    0.904762  │      19 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  4 │ A       │ OTHER            │ Charged Off   │    0.0952381 │       2 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  5 │ A       │ OWN              │ Fully Paid    │    0.9375    │     750 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  6 │ A       │ OWN              │ Charged Off   │    0.0625    │      50 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  7 │ A       │ RENT             │ Fully Paid    │    0.929956  │    3598 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  8 │ A       │ RENT             │ Charged Off   │    0.0700439 │     271 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│  9 │ B       │ MORTGAGE         │ Fully Paid    │    0.878267  │    3528 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 10 │ B       │ MORTGAGE         │ Charged Off   │    0.121733  │     489 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 11 │ B       │ NONE             │ Fully Paid    │    1         │       2 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 12 │ B       │ OTHER            │ Fully Paid    │    0.83871   │      26 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 13 │ B       │ OTHER            │ Charged Off   │    0.16129   │       5 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 14 │ B       │ OWN              │ Fully Paid    │    0.864492  │     689 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 15 │ B       │ OWN              │ Charged Off   │    0.135508  │     108 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 16 │ B       │ RENT             │ Fully Paid    │    0.876864  │    4764 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 17 │ B       │ RENT             │ Charged Off   │    0.123136  │     669 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 18 │ C       │ MORTGAGE         │ Fully Paid    │    0.820842  │    2048 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 19 │ C       │ MORTGAGE         │ Charged Off   │    0.179158  │     447 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 20 │ C       │ OTHER            │ Fully Paid    │    0.866667  │      13 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 21 │ C       │ OTHER            │ Charged Off   │    0.133333  │       2 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 22 │ C       │ OWN              │ Fully Paid    │    0.810409  │     436 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 23 │ C       │ OWN              │ Charged Off   │    0.189591  │     102 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 24 │ C       │ RENT             │ Fully Paid    │    0.830797  │    3221 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 25 │ C       │ RENT             │ Charged Off   │    0.169203  │     656 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 26 │ D       │ MORTGAGE         │ Fully Paid    │    0.777487  │    1188 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 27 │ D       │ MORTGAGE         │ Charged Off   │    0.222513  │     340 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 28 │ D       │ OTHER            │ Fully Paid    │    0.642857  │       9 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 29 │ D       │ OTHER            │ Charged Off   │    0.357143  │       5 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 30 │ D       │ OWN              │ Fully Paid    │    0.772308  │     251 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 31 │ D       │ OWN              │ Charged Off   │    0.227692  │      74 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 32 │ D       │ RENT             │ Fully Paid    │    0.781726  │    2002 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 33 │ D       │ RENT             │ Charged Off   │    0.218274  │     559 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 34 │ E       │ MORTGAGE         │ Fully Paid    │    0.737662  │     568 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 35 │ E       │ MORTGAGE         │ Charged Off   │    0.262338  │     202 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 36 │ E       │ OTHER            │ Fully Paid    │    0.714286  │       5 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 37 │ E       │ OTHER            │ Charged Off   │    0.285714  │       2 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 38 │ E       │ OWN              │ Fully Paid    │    0.73913   │     119 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 39 │ E       │ OWN              │ Charged Off   │    0.26087   │      42 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 40 │ E       │ RENT             │ Fully Paid    │    0.729112  │     829 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 41 │ E       │ RENT             │ Charged Off   │    0.270888  │     308 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 42 │ F       │ MORTGAGE         │ Fully Paid    │    0.691525  │     204 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 43 │ F       │ MORTGAGE         │ Charged Off   │    0.308475  │      91 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 44 │ F       │ OTHER            │ Charged Off   │    0.5       │       1 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 45 │ F       │ OTHER            │ Fully Paid    │    0.5       │       1 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 46 │ F       │ OWN              │ Fully Paid    │    0.647059  │      33 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 47 │ F       │ OWN              │ Charged Off   │    0.352941  │      18 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 48 │ F       │ RENT             │ Fully Paid    │    0.691689  │     258 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 49 │ F       │ RENT             │ Charged Off   │    0.308311  │     115 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 50 │ G       │ MORTGAGE         │ Fully Paid    │    0.671233  │      49 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 51 │ G       │ MORTGAGE         │ Charged Off   │    0.328767  │      24 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 52 │ G       │ OWN              │ Fully Paid    │    0.538462  │       7 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 53 │ G       │ OWN              │ Charged Off   │    0.461538  │       6 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 54 │ G       │ RENT             │ Fully Paid    │    0.632911  │      50 │
├────┼─────────┼──────────────────┼───────────────┼──────────────┼─────────┤
│ 55 │ G       │ RENT             │ Charged Off   │    0.367089  │      29 │
╘════╧═════════╧══════════════════╧═══════════════╧══════════════╧═════════╛
In [128]:
plt.figure(figsize=(20, 20))

x, hue1, hue2 = "loan_status", "grade", "home_ownership"

y = "count"

count_loan = loan[x].groupby([loan[hue1],loan[hue2]]).value_counts().rename(y).reset_index()

y = "percent(%)"

percent_loan = loan[x].groupby([loan[hue1],loan[hue2]]).value_counts(normalize=True).rename(y).reset_index()

sns.catplot(x=x, y=y, hue=hue1, col=hue2, data=percent_loan, kind='bar', sharey=False, sharex=False, col_wrap=3)

plt.show()

print(tabulate(pd.merge(percent_loan, count_loan, how='inner'), headers='keys', tablefmt='psql'))
<matplotlib.figure.Figure at 0x11a887588>
+----+---------+------------------+---------------+--------------+---------+
|    | grade   | home_ownership   | loan_status   |   percent(%) |   count |
|----+---------+------------------+---------------+--------------+---------|
|  0 | A       | MORTGAGE         | Fully Paid    |    0.948331  |    4148 |
|  1 | A       | MORTGAGE         | Charged Off   |    0.051669  |     226 |
|  2 | A       | NONE             | Fully Paid    |    1         |       1 |
|  3 | A       | OTHER            | Fully Paid    |    0.904762  |      19 |
|  4 | A       | OTHER            | Charged Off   |    0.0952381 |       2 |
|  5 | A       | OWN              | Fully Paid    |    0.9375    |     750 |
|  6 | A       | OWN              | Charged Off   |    0.0625    |      50 |
|  7 | A       | RENT             | Fully Paid    |    0.929956  |    3598 |
|  8 | A       | RENT             | Charged Off   |    0.0700439 |     271 |
|  9 | B       | MORTGAGE         | Fully Paid    |    0.878267  |    3528 |
| 10 | B       | MORTGAGE         | Charged Off   |    0.121733  |     489 |
| 11 | B       | NONE             | Fully Paid    |    1         |       2 |
| 12 | B       | OTHER            | Fully Paid    |    0.83871   |      26 |
| 13 | B       | OTHER            | Charged Off   |    0.16129   |       5 |
| 14 | B       | OWN              | Fully Paid    |    0.864492  |     689 |
| 15 | B       | OWN              | Charged Off   |    0.135508  |     108 |
| 16 | B       | RENT             | Fully Paid    |    0.876864  |    4764 |
| 17 | B       | RENT             | Charged Off   |    0.123136  |     669 |
| 18 | C       | MORTGAGE         | Fully Paid    |    0.820842  |    2048 |
| 19 | C       | MORTGAGE         | Charged Off   |    0.179158  |     447 |
| 20 | C       | OTHER            | Fully Paid    |    0.866667  |      13 |
| 21 | C       | OTHER            | Charged Off   |    0.133333  |       2 |
| 22 | C       | OWN              | Fully Paid    |    0.810409  |     436 |
| 23 | C       | OWN              | Charged Off   |    0.189591  |     102 |
| 24 | C       | RENT             | Fully Paid    |    0.830797  |    3221 |
| 25 | C       | RENT             | Charged Off   |    0.169203  |     656 |
| 26 | D       | MORTGAGE         | Fully Paid    |    0.777487  |    1188 |
| 27 | D       | MORTGAGE         | Charged Off   |    0.222513  |     340 |
| 28 | D       | OTHER            | Fully Paid    |    0.642857  |       9 |
| 29 | D       | OTHER            | Charged Off   |    0.357143  |       5 |
| 30 | D       | OWN              | Fully Paid    |    0.772308  |     251 |
| 31 | D       | OWN              | Charged Off   |    0.227692  |      74 |
| 32 | D       | RENT             | Fully Paid    |    0.781726  |    2002 |
| 33 | D       | RENT             | Charged Off   |    0.218274  |     559 |
| 34 | E       | MORTGAGE         | Fully Paid    |    0.737662  |     568 |
| 35 | E       | MORTGAGE         | Charged Off   |    0.262338  |     202 |
| 36 | E       | OTHER            | Fully Paid    |    0.714286  |       5 |
| 37 | E       | OTHER            | Charged Off   |    0.285714  |       2 |
| 38 | E       | OWN              | Fully Paid    |    0.73913   |     119 |
| 39 | E       | OWN              | Charged Off   |    0.26087   |      42 |
| 40 | E       | RENT             | Fully Paid    |    0.729112  |     829 |
| 41 | E       | RENT             | Charged Off   |    0.270888  |     308 |
| 42 | F       | MORTGAGE         | Fully Paid    |    0.691525  |     204 |
| 43 | F       | MORTGAGE         | Charged Off   |    0.308475  |      91 |
| 44 | F       | OTHER            | Charged Off   |    0.5       |       1 |
| 45 | F       | OTHER            | Fully Paid    |    0.5       |       1 |
| 46 | F       | OWN              | Fully Paid    |    0.647059  |      33 |
| 47 | F       | OWN              | Charged Off   |    0.352941  |      18 |
| 48 | F       | RENT             | Fully Paid    |    0.691689  |     258 |
| 49 | F       | RENT             | Charged Off   |    0.308311  |     115 |
| 50 | G       | MORTGAGE         | Fully Paid    |    0.671233  |      49 |
| 51 | G       | MORTGAGE         | Charged Off   |    0.328767  |      24 |
| 52 | G       | OWN              | Fully Paid    |    0.538462  |       7 |
| 53 | G       | OWN              | Charged Off   |    0.461538  |       6 |
| 54 | G       | RENT             | Fully Paid    |    0.632911  |      50 |
| 55 | G       | RENT             | Charged Off   |    0.367089  |      29 |
+----+---------+------------------+---------------+--------------+---------+

Inference

Grades C & D and home ownership categories Rent and Mortgage have a higher chance of default:

Grade Home Ownership Percent
C RENT 16.92
C MORTGAGE 17.92
D RENT 21.83
D MORTGAGE 22.25

Note => Percent is the percentage of default in the occurence of the corresponding combinations.

Purpose

In [129]:
bivariate_categorical("loan_status", "grade", "purpose")
<matplotlib.figure.Figure at 0x1137cf208>
╒═════╤═════════╤════════════════════╤═══════════════╤══════════════╤═════════╕
│     │ grade   │ purpose            │ loan_status   │   percent(%) │   count │
╞═════╪═════════╪════════════════════╪═══════════════╪══════════════╪═════════╡
│   0 │ A       │ car                │ Fully Paid    │    0.944444  │     510 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│   1 │ A       │ car                │ Charged Off   │    0.0555556 │      30 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│   2 │ A       │ credit_card        │ Fully Paid    │    0.955894  │    1192 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│   3 │ A       │ credit_card        │ Charged Off   │    0.0441059 │      55 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│   4 │ A       │ debt_consolidation │ Fully Paid    │    0.935676  │    3302 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│   5 │ A       │ debt_consolidation │ Charged Off   │    0.0643242 │     227 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│   6 │ A       │ educational        │ Fully Paid    │    0.947368  │      72 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│   7 │ A       │ educational        │ Charged Off   │    0.0526316 │       4 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│   8 │ A       │ home_improvement   │ Fully Paid    │    0.95941   │     780 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│   9 │ A       │ home_improvement   │ Charged Off   │    0.0405904 │      33 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  10 │ A       │ house              │ Fully Paid    │    0.977273  │      86 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  11 │ A       │ house              │ Charged Off   │    0.0227273 │       2 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  12 │ A       │ major_purchase     │ Fully Paid    │    0.952064  │     715 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  13 │ A       │ major_purchase     │ Charged Off   │    0.0479361 │      36 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  14 │ A       │ medical            │ Fully Paid    │    0.935829  │     175 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  15 │ A       │ medical            │ Charged Off   │    0.0641711 │      12 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  16 │ A       │ moving             │ Fully Paid    │    0.897436  │     140 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  17 │ A       │ moving             │ Charged Off   │    0.102564  │      16 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  18 │ A       │ other              │ Fully Paid    │    0.924012  │     912 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  19 │ A       │ other              │ Charged Off   │    0.0759878 │      75 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  20 │ A       │ renewable_energy   │ Fully Paid    │    0.807692  │      21 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  21 │ A       │ renewable_energy   │ Charged Off   │    0.192308  │       5 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  22 │ A       │ small_business     │ Fully Paid    │    0.887417  │     268 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  23 │ A       │ small_business     │ Charged Off   │    0.112583  │      34 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  24 │ A       │ vacation           │ Fully Paid    │    0.897638  │     114 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  25 │ A       │ vacation           │ Charged Off   │    0.102362  │      13 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  26 │ A       │ wedding            │ Fully Paid    │    0.970339  │     229 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  27 │ A       │ wedding            │ Charged Off   │    0.029661  │       7 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  28 │ B       │ car                │ Fully Paid    │    0.880096  │     367 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  29 │ B       │ car                │ Charged Off   │    0.119904  │      50 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  30 │ B       │ credit_card        │ Fully Paid    │    0.908112  │    1265 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  31 │ B       │ credit_card        │ Charged Off   │    0.091888  │     128 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  32 │ B       │ debt_consolidation │ Fully Paid    │    0.88067   │    4310 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  33 │ B       │ debt_consolidation │ Charged Off   │    0.11933   │     584 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  34 │ B       │ educational        │ Fully Paid    │    0.797753  │      71 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  35 │ B       │ educational        │ Charged Off   │    0.202247  │      18 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  36 │ B       │ home_improvement   │ Fully Paid    │    0.878571  │     615 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  37 │ B       │ home_improvement   │ Charged Off   │    0.121429  │      85 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  38 │ B       │ house              │ Fully Paid    │    0.906977  │      78 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  39 │ B       │ house              │ Charged Off   │    0.0930233 │       8 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  40 │ B       │ major_purchase     │ Fully Paid    │    0.907372  │     480 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  41 │ B       │ major_purchase     │ Charged Off   │    0.0926276 │      49 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  42 │ B       │ medical            │ Fully Paid    │    0.842391  │     155 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  43 │ B       │ medical            │ Charged Off   │    0.157609  │      29 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  44 │ B       │ moving             │ Fully Paid    │    0.794118  │     135 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  45 │ B       │ moving             │ Charged Off   │    0.205882  │      35 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  46 │ B       │ other              │ Fully Paid    │    0.862857  │     906 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  47 │ B       │ other              │ Charged Off   │    0.137143  │     144 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  48 │ B       │ renewable_energy   │ Fully Paid    │    0.828571  │      29 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  49 │ B       │ renewable_energy   │ Charged Off   │    0.171429  │       6 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  50 │ B       │ small_business     │ Fully Paid    │    0.744505  │     271 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  51 │ B       │ small_business     │ Charged Off   │    0.255495  │      93 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  52 │ B       │ vacation           │ Fully Paid    │    0.817391  │      94 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  53 │ B       │ vacation           │ Charged Off   │    0.182609  │      21 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  54 │ B       │ wedding            │ Fully Paid    │    0.917323  │     233 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  55 │ B       │ wedding            │ Charged Off   │    0.0826772 │      21 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  56 │ C       │ car                │ Fully Paid    │    0.837963  │     181 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  57 │ C       │ car                │ Charged Off   │    0.162037  │      35 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  58 │ C       │ credit_card        │ Fully Paid    │    0.86435   │     771 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  59 │ C       │ credit_card        │ Charged Off   │    0.13565   │     121 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  60 │ C       │ debt_consolidation │ Fully Paid    │    0.829994  │    2817 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  61 │ C       │ debt_consolidation │ Charged Off   │    0.170006  │     577 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  62 │ C       │ educational        │ Fully Paid    │    0.843373  │      70 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  63 │ C       │ educational        │ Charged Off   │    0.156627  │      13 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  64 │ C       │ home_improvement   │ Fully Paid    │    0.79661   │     329 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  65 │ C       │ home_improvement   │ Charged Off   │    0.20339   │      84 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  66 │ C       │ house              │ Fully Paid    │    0.789474  │      45 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  67 │ C       │ house              │ Charged Off   │    0.210526  │      12 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  68 │ C       │ major_purchase     │ Fully Paid    │    0.840336  │     300 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  69 │ C       │ major_purchase     │ Charged Off   │    0.159664  │      57 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  70 │ C       │ medical            │ Fully Paid    │    0.782609  │      90 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  71 │ C       │ medical            │ Charged Off   │    0.217391  │      25 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  72 │ C       │ moving             │ Fully Paid    │    0.851852  │      92 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  73 │ C       │ moving             │ Charged Off   │    0.148148  │      16 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  74 │ C       │ other              │ Fully Paid    │    0.798693  │     611 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  75 │ C       │ other              │ Charged Off   │    0.201307  │     154 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  76 │ C       │ renewable_energy   │ Fully Paid    │    0.705882  │      12 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  77 │ C       │ renewable_energy   │ Charged Off   │    0.294118  │       5 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  78 │ C       │ small_business     │ Fully Paid    │    0.714286  │     190 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  79 │ C       │ small_business     │ Charged Off   │    0.285714  │      76 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  80 │ C       │ vacation           │ Fully Paid    │    0.870968  │      54 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  81 │ C       │ vacation           │ Charged Off   │    0.129032  │       8 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  82 │ C       │ wedding            │ Fully Paid    │    0.866667  │     156 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  83 │ C       │ wedding            │ Charged Off   │    0.133333  │      24 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  84 │ D       │ car                │ Fully Paid    │    0.813559  │      96 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  85 │ D       │ car                │ Charged Off   │    0.186441  │      22 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  86 │ D       │ credit_card        │ Fully Paid    │    0.837209  │     396 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  87 │ D       │ credit_card        │ Charged Off   │    0.162791  │      77 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  88 │ D       │ debt_consolidation │ Fully Paid    │    0.778013  │    1840 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  89 │ D       │ debt_consolidation │ Charged Off   │    0.221987  │     525 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  90 │ D       │ educational        │ Fully Paid    │    0.7       │      21 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  91 │ D       │ educational        │ Charged Off   │    0.3       │       9 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  92 │ D       │ home_improvement   │ Fully Paid    │    0.785408  │     183 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  93 │ D       │ home_improvement   │ Charged Off   │    0.214592  │      50 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  94 │ D       │ house              │ Fully Paid    │    0.790698  │      34 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  95 │ D       │ house              │ Charged Off   │    0.209302  │       9 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  96 │ D       │ major_purchase     │ Fully Paid    │    0.767442  │     165 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  97 │ D       │ major_purchase     │ Charged Off   │    0.232558  │      50 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  98 │ D       │ medical            │ Fully Paid    │    0.760563  │      54 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  99 │ D       │ medical            │ Charged Off   │    0.239437  │      17 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 100 │ D       │ moving             │ Fully Paid    │    0.809524  │      51 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 101 │ D       │ moving             │ Charged Off   │    0.190476  │      12 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 102 │ D       │ other              │ Fully Paid    │    0.744186  │     320 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 103 │ D       │ other              │ Charged Off   │    0.255814  │     110 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 104 │ D       │ renewable_energy   │ Fully Paid    │    1         │       5 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 105 │ D       │ small_business     │ Fully Paid    │    0.675214  │     158 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 106 │ D       │ small_business     │ Charged Off   │    0.324786  │      76 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 107 │ D       │ vacation           │ Fully Paid    │    0.923077  │      24 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 108 │ D       │ vacation           │ Charged Off   │    0.0769231 │       2 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 109 │ D       │ wedding            │ Fully Paid    │    0.844262  │     103 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 110 │ D       │ wedding            │ Charged Off   │    0.155738  │      19 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 111 │ E       │ car                │ Fully Paid    │    0.86      │      43 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 112 │ E       │ car                │ Charged Off   │    0.14      │       7 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 113 │ E       │ credit_card        │ Fully Paid    │    0.758974  │     148 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 114 │ E       │ credit_card        │ Charged Off   │    0.241026  │      47 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 115 │ E       │ debt_consolidation │ Fully Paid    │    0.732639  │     844 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 116 │ E       │ debt_consolidation │ Charged Off   │    0.267361  │     308 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 117 │ E       │ educational        │ Fully Paid    │    0.571429  │       8 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 118 │ E       │ educational        │ Charged Off   │    0.428571  │       6 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 119 │ E       │ home_improvement   │ Fully Paid    │    0.773109  │      92 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 120 │ E       │ home_improvement   │ Charged Off   │    0.226891  │      27 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 121 │ E       │ house              │ Fully Paid    │    0.64      │      16 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 122 │ E       │ house              │ Charged Off   │    0.36      │       9 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 123 │ E       │ major_purchase     │ Fully Paid    │    0.789474  │      60 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 124 │ E       │ major_purchase     │ Charged Off   │    0.210526  │      16 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 125 │ E       │ medical            │ Fully Paid    │    0.783784  │      29 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 126 │ E       │ medical            │ Charged Off   │    0.216216  │       8 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 127 │ E       │ moving             │ Fully Paid    │    0.727273  │      16 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 128 │ E       │ moving             │ Charged Off   │    0.272727  │       6 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 129 │ E       │ other              │ Fully Paid    │    0.707602  │     121 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 130 │ E       │ other              │ Charged Off   │    0.292398  │      50 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 131 │ E       │ renewable_energy   │ Fully Paid    │    1         │       4 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 132 │ E       │ small_business     │ Fully Paid    │    0.639456  │      94 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 133 │ E       │ small_business     │ Charged Off   │    0.360544  │      53 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 134 │ E       │ vacation           │ Fully Paid    │    0.6       │      12 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 135 │ E       │ vacation           │ Charged Off   │    0.4       │       8 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 136 │ E       │ wedding            │ Fully Paid    │    0.790698  │      34 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 137 │ E       │ wedding            │ Charged Off   │    0.209302  │       9 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 138 │ F       │ car                │ Fully Paid    │    0.555556  │       5 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 139 │ F       │ car                │ Charged Off   │    0.444444  │       4 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 140 │ F       │ credit_card        │ Fully Paid    │    0.741935  │      46 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 141 │ F       │ credit_card        │ Charged Off   │    0.258065  │      16 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 142 │ F       │ debt_consolidation │ Fully Paid    │    0.6625    │     265 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 143 │ F       │ debt_consolidation │ Charged Off   │    0.3375    │     135 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 144 │ F       │ educational        │ Fully Paid    │    0.666667  │       2 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 145 │ F       │ educational        │ Charged Off   │    0.333333  │       1 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 146 │ F       │ home_improvement   │ Fully Paid    │    0.731707  │      30 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 147 │ F       │ home_improvement   │ Charged Off   │    0.268293  │      11 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 148 │ F       │ house              │ Fully Paid    │    0.545455  │       6 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 149 │ F       │ house              │ Charged Off   │    0.454545  │       5 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 150 │ F       │ major_purchase     │ Fully Paid    │    0.909091  │      20 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 151 │ F       │ major_purchase     │ Charged Off   │    0.0909091 │       2 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 152 │ F       │ medical            │ Fully Paid    │    0.636364  │       7 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 153 │ F       │ medical            │ Charged Off   │    0.363636  │       4 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 154 │ F       │ moving             │ Fully Paid    │    0.888889  │       8 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 155 │ F       │ moving             │ Charged Off   │    0.111111  │       1 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 156 │ F       │ other              │ Fully Paid    │    0.762712  │      45 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 157 │ F       │ other              │ Charged Off   │    0.237288  │      14 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 158 │ F       │ renewable_energy   │ Fully Paid    │    0.666667  │       2 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 159 │ F       │ renewable_energy   │ Charged Off   │    0.333333  │       1 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 160 │ F       │ small_business     │ Fully Paid    │    0.619718  │      44 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 161 │ F       │ small_business     │ Charged Off   │    0.380282  │      27 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 162 │ F       │ vacation           │ Fully Paid    │    1         │       2 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 163 │ F       │ wedding            │ Fully Paid    │    0.777778  │      14 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 164 │ F       │ wedding            │ Charged Off   │    0.222222  │       4 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 165 │ G       │ car                │ Fully Paid    │    1         │       1 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 166 │ G       │ credit_card        │ Fully Paid    │    0.9       │       9 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 167 │ G       │ credit_card        │ Charged Off   │    0.1       │       1 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 168 │ G       │ debt_consolidation │ Fully Paid    │    0.642857  │      54 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 169 │ G       │ debt_consolidation │ Charged Off   │    0.357143  │      30 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 170 │ G       │ educational        │ Fully Paid    │    1         │       1 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 171 │ G       │ home_improvement   │ Fully Paid    │    0.909091  │      10 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 172 │ G       │ home_improvement   │ Charged Off   │    0.0909091 │       1 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 173 │ G       │ house              │ Fully Paid    │    0.666667  │       2 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 174 │ G       │ house              │ Charged Off   │    0.333333  │       1 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 175 │ G       │ major_purchase     │ Charged Off   │    0.5       │       1 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 176 │ G       │ major_purchase     │ Fully Paid    │    0.5       │       1 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 177 │ G       │ medical            │ Charged Off   │    0.5       │       1 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 178 │ G       │ medical            │ Fully Paid    │    0.5       │       1 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 179 │ G       │ moving             │ Fully Paid    │    0.666667  │       2 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 180 │ G       │ moving             │ Charged Off   │    0.333333  │       1 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 181 │ G       │ other              │ Fully Paid    │    0.555556  │       5 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 182 │ G       │ other              │ Charged Off   │    0.444444  │       4 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 183 │ G       │ small_business     │ Fully Paid    │    0.514286  │      18 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 184 │ G       │ small_business     │ Charged Off   │    0.485714  │      17 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 185 │ G       │ wedding            │ Charged Off   │    0.5       │       2 │
├─────┼─────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 186 │ G       │ wedding            │ Fully Paid    │    0.5       │       2 │
╘═════╧═════════╧════════════════════╧═══════════════╧══════════════╧═════════╛

Inference

Grades C & D and purpose Debt Consolidation have a higher chance of default:

Grade Purpose Percent
C Debt Consolidation 17
D Debt Consolidation 22.2

Note => Percent is the percentage of default in the occurence of the corresponding combinations.

State

In [130]:
bivariate_categorical("loan_status", "grade", "addr_state")
<matplotlib.figure.Figure at 0x1161e8748>
╒═════╤═════════╤══════════════╤═══════════════╤══════════════╤═════════╕
│     │ grade   │ addr_state   │ loan_status   │   percent(%) │   count │
╞═════╪═════════╪══════════════╪═══════════════╪══════════════╪═════════╡
│   0 │ A       │ AK           │ Fully Paid    │    0.9375    │      15 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   1 │ A       │ AK           │ Charged Off   │    0.0625    │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   2 │ A       │ AL           │ Fully Paid    │    0.971963  │     104 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   3 │ A       │ AL           │ Charged Off   │    0.0280374 │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   4 │ A       │ AR           │ Fully Paid    │    0.971831  │      69 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   5 │ A       │ AR           │ Charged Off   │    0.028169  │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   6 │ A       │ AZ           │ Fully Paid    │    0.938776  │     184 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   7 │ A       │ AZ           │ Charged Off   │    0.0612245 │      12 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   8 │ A       │ CA           │ Fully Paid    │    0.935047  │    1382 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   9 │ A       │ CA           │ Charged Off   │    0.0649526 │      96 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  10 │ A       │ CO           │ Fully Paid    │    0.945813  │     192 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  11 │ A       │ CO           │ Charged Off   │    0.0541872 │      11 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  12 │ A       │ CT           │ Fully Paid    │    0.962766  │     181 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  13 │ A       │ CT           │ Charged Off   │    0.037234  │       7 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  14 │ A       │ DC           │ Fully Paid    │    0.977778  │      44 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  15 │ A       │ DC           │ Charged Off   │    0.0222222 │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  16 │ A       │ DE           │ Fully Paid    │    0.904762  │      19 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  17 │ A       │ DE           │ Charged Off   │    0.0952381 │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  18 │ A       │ FL           │ Fully Paid    │    0.92006   │     610 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  19 │ A       │ FL           │ Charged Off   │    0.0799397 │      53 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  20 │ A       │ GA           │ Fully Paid    │    0.930818  │     296 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  21 │ A       │ GA           │ Charged Off   │    0.0691824 │      22 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  22 │ A       │ HI           │ Fully Paid    │    0.878788  │      29 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  23 │ A       │ HI           │ Charged Off   │    0.121212  │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  24 │ A       │ IA           │ Fully Paid    │    1         │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  25 │ A       │ IL           │ Fully Paid    │    0.939683  │     296 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  26 │ A       │ IL           │ Charged Off   │    0.0603175 │      19 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  27 │ A       │ IN           │ Fully Paid    │    1         │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  28 │ A       │ KS           │ Fully Paid    │    0.909091  │      60 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  29 │ A       │ KS           │ Charged Off   │    0.0909091 │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  30 │ A       │ KY           │ Fully Paid    │    0.94382   │      84 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  31 │ A       │ KY           │ Charged Off   │    0.0561798 │       5 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  32 │ A       │ LA           │ Fully Paid    │    0.95082   │     116 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  33 │ A       │ LA           │ Charged Off   │    0.0491803 │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  34 │ A       │ MA           │ Fully Paid    │    0.947522  │     325 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  35 │ A       │ MA           │ Charged Off   │    0.0524781 │      18 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  36 │ A       │ MD           │ Fully Paid    │    0.945274  │     190 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  37 │ A       │ MD           │ Charged Off   │    0.0547264 │      11 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  38 │ A       │ MI           │ Fully Paid    │    0.937143  │     164 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  39 │ A       │ MI           │ Charged Off   │    0.0628571 │      11 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  40 │ A       │ MN           │ Fully Paid    │    0.946746  │     160 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  41 │ A       │ MN           │ Charged Off   │    0.0532544 │       9 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  42 │ A       │ MO           │ Fully Paid    │    0.94012   │     157 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  43 │ A       │ MO           │ Charged Off   │    0.0598802 │      10 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  44 │ A       │ MS           │ Fully Paid    │    1         │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  45 │ A       │ MT           │ Fully Paid    │    0.952381  │      20 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  46 │ A       │ MT           │ Charged Off   │    0.047619  │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  47 │ A       │ NC           │ Fully Paid    │    0.905556  │     163 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  48 │ A       │ NC           │ Charged Off   │    0.0944444 │      17 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  49 │ A       │ NH           │ Fully Paid    │    0.953488  │      41 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  50 │ A       │ NH           │ Charged Off   │    0.0465116 │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  51 │ A       │ NJ           │ Fully Paid    │    0.9325    │     373 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  52 │ A       │ NJ           │ Charged Off   │    0.0675    │      27 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  53 │ A       │ NM           │ Fully Paid    │    0.87234   │      41 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  54 │ A       │ NM           │ Charged Off   │    0.12766   │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  55 │ A       │ NV           │ Fully Paid    │    0.941176  │      80 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  56 │ A       │ NV           │ Charged Off   │    0.0588235 │       5 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  57 │ A       │ NY           │ Fully Paid    │    0.939252  │     804 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  58 │ A       │ NY           │ Charged Off   │    0.0607477 │      52 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  59 │ A       │ OH           │ Fully Paid    │    0.965753  │     282 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  60 │ A       │ OH           │ Charged Off   │    0.0342466 │      10 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  61 │ A       │ OK           │ Fully Paid    │    0.95      │      76 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  62 │ A       │ OK           │ Charged Off   │    0.05      │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  63 │ A       │ OR           │ Fully Paid    │    0.918182  │     101 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  64 │ A       │ OR           │ Charged Off   │    0.0818182 │       9 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  65 │ A       │ PA           │ Fully Paid    │    0.937046  │     387 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  66 │ A       │ PA           │ Charged Off   │    0.062954  │      26 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  67 │ A       │ RI           │ Fully Paid    │    0.934783  │      43 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  68 │ A       │ RI           │ Charged Off   │    0.0652174 │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  69 │ A       │ SC           │ Fully Paid    │    0.947826  │     109 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  70 │ A       │ SC           │ Charged Off   │    0.0521739 │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  71 │ A       │ SD           │ Fully Paid    │    0.928571  │      13 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  72 │ A       │ SD           │ Charged Off   │    0.0714286 │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  73 │ A       │ TN           │ Fully Paid    │    1         │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  74 │ A       │ TX           │ Fully Paid    │    0.959119  │     610 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  75 │ A       │ TX           │ Charged Off   │    0.0408805 │      26 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  76 │ A       │ UT           │ Fully Paid    │    0.964286  │      54 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  77 │ A       │ UT           │ Charged Off   │    0.0357143 │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  78 │ A       │ VA           │ Fully Paid    │    0.943144  │     282 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  79 │ A       │ VA           │ Charged Off   │    0.0568562 │      17 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  80 │ A       │ VT           │ Fully Paid    │    1         │      19 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  81 │ A       │ WA           │ Fully Paid    │    0.905028  │     162 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  82 │ A       │ WA           │ Charged Off   │    0.0949721 │      17 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  83 │ A       │ WI           │ Fully Paid    │    0.973913  │     112 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  84 │ A       │ WI           │ Charged Off   │    0.026087  │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  85 │ A       │ WV           │ Fully Paid    │    0.87234   │      41 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  86 │ A       │ WV           │ Charged Off   │    0.12766   │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  87 │ A       │ WY           │ Fully Paid    │    1         │      15 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  88 │ B       │ AK           │ Fully Paid    │    0.95      │      19 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  89 │ B       │ AK           │ Charged Off   │    0.05      │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  90 │ B       │ AL           │ Fully Paid    │    0.92562   │     112 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  91 │ B       │ AL           │ Charged Off   │    0.0743802 │       9 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  92 │ B       │ AR           │ Fully Paid    │    0.848485  │      56 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  93 │ B       │ AR           │ Charged Off   │    0.151515  │      10 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  94 │ B       │ AZ           │ Fully Paid    │    0.870192  │     181 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  95 │ B       │ AZ           │ Charged Off   │    0.129808  │      27 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  96 │ B       │ CA           │ Fully Paid    │    0.864353  │    1644 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  97 │ B       │ CA           │ Charged Off   │    0.135647  │     258 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  98 │ B       │ CO           │ Fully Paid    │    0.907317  │     186 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  99 │ B       │ CO           │ Charged Off   │    0.0926829 │      19 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 100 │ B       │ CT           │ Fully Paid    │    0.911111  │     164 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 101 │ B       │ CT           │ Charged Off   │    0.0888889 │      16 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 102 │ B       │ DC           │ Fully Paid    │    0.95      │      57 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 103 │ B       │ DC           │ Charged Off   │    0.05      │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 104 │ B       │ DE           │ Fully Paid    │    0.9375    │      30 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 105 │ B       │ DE           │ Charged Off   │    0.0625    │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 106 │ B       │ FL           │ Fully Paid    │    0.825333  │     619 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 107 │ B       │ FL           │ Charged Off   │    0.174667  │     131 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 108 │ B       │ GA           │ Fully Paid    │    0.861972  │     306 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 109 │ B       │ GA           │ Charged Off   │    0.138028  │      49 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 110 │ B       │ HI           │ Fully Paid    │    0.880952  │      37 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 111 │ B       │ HI           │ Charged Off   │    0.119048  │       5 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 112 │ B       │ IA           │ Fully Paid    │    1         │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 113 │ B       │ ID           │ Fully Paid    │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 114 │ B       │ IL           │ Fully Paid    │    0.864802  │     371 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 115 │ B       │ IL           │ Charged Off   │    0.135198  │      58 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 116 │ B       │ IN           │ Fully Paid    │    1         │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 117 │ B       │ KS           │ Fully Paid    │    0.864198  │      70 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 118 │ B       │ KS           │ Charged Off   │    0.135802  │      11 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 119 │ B       │ KY           │ Fully Paid    │    0.876923  │      57 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 120 │ B       │ KY           │ Charged Off   │    0.123077  │       8 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 121 │ B       │ LA           │ Fully Paid    │    0.841121  │      90 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 122 │ B       │ LA           │ Charged Off   │    0.158879  │      17 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 123 │ B       │ MA           │ Fully Paid    │    0.899083  │     294 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 124 │ B       │ MA           │ Charged Off   │    0.100917  │      33 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 125 │ B       │ MD           │ Fully Paid    │    0.881423  │     223 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 126 │ B       │ MD           │ Charged Off   │    0.118577  │      30 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 127 │ B       │ ME           │ Fully Paid    │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 128 │ B       │ MI           │ Fully Paid    │    0.88764   │     158 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 129 │ B       │ MI           │ Charged Off   │    0.11236   │      20 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 130 │ B       │ MN           │ Fully Paid    │    0.876712  │     128 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 131 │ B       │ MN           │ Charged Off   │    0.123288  │      18 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 132 │ B       │ MO           │ Fully Paid    │    0.851485  │     172 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 133 │ B       │ MO           │ Charged Off   │    0.148515  │      30 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 134 │ B       │ MS           │ Fully Paid    │    1         │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 135 │ B       │ MT           │ Fully Paid    │    0.92      │      23 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 136 │ B       │ MT           │ Charged Off   │    0.08      │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 137 │ B       │ NC           │ Fully Paid    │    0.905213  │     191 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 138 │ B       │ NC           │ Charged Off   │    0.0947867 │      20 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 139 │ B       │ NE           │ Charged Off   │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 140 │ B       │ NH           │ Fully Paid    │    0.787234  │      37 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 141 │ B       │ NH           │ Charged Off   │    0.212766  │      10 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 142 │ B       │ NJ           │ Fully Paid    │    0.833729  │     351 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 143 │ B       │ NJ           │ Charged Off   │    0.166271  │      70 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 144 │ B       │ NM           │ Fully Paid    │    0.793103  │      46 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 145 │ B       │ NM           │ Charged Off   │    0.206897  │      12 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 146 │ B       │ NV           │ Fully Paid    │    0.828125  │     106 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 147 │ B       │ NV           │ Charged Off   │    0.171875  │      22 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 148 │ B       │ NY           │ Fully Paid    │    0.882474  │     856 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 149 │ B       │ NY           │ Charged Off   │    0.117526  │     114 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 150 │ B       │ OH           │ Fully Paid    │    0.886297  │     304 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 151 │ B       │ OH           │ Charged Off   │    0.113703  │      39 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 152 │ B       │ OK           │ Fully Paid    │    0.866667  │      78 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 153 │ B       │ OK           │ Charged Off   │    0.133333  │      12 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 154 │ B       │ OR           │ Fully Paid    │    0.944     │     118 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 155 │ B       │ OR           │ Charged Off   │    0.056     │       7 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 156 │ B       │ PA           │ Fully Paid    │    0.878866  │     341 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 157 │ B       │ PA           │ Charged Off   │    0.121134  │      47 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 158 │ B       │ RI           │ Fully Paid    │    0.854545  │      47 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 159 │ B       │ RI           │ Charged Off   │    0.145455  │       8 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 160 │ B       │ SC           │ Fully Paid    │    0.863309  │     120 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 161 │ B       │ SC           │ Charged Off   │    0.136691  │      19 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 162 │ B       │ SD           │ Fully Paid    │    0.777778  │      14 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 163 │ B       │ SD           │ Charged Off   │    0.222222  │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 164 │ B       │ TN           │ Fully Paid    │    0.857143  │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 165 │ B       │ TN           │ Charged Off   │    0.142857  │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 166 │ B       │ TX           │ Fully Paid    │    0.916064  │     633 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 167 │ B       │ TX           │ Charged Off   │    0.0839363 │      58 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 168 │ B       │ UT           │ Fully Paid    │    0.92      │      69 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 169 │ B       │ UT           │ Charged Off   │    0.08      │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 170 │ B       │ VA           │ Fully Paid    │    0.918919  │     306 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 171 │ B       │ VA           │ Charged Off   │    0.0810811 │      27 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 172 │ B       │ VT           │ Fully Paid    │    0.923077  │      12 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 173 │ B       │ VT           │ Charged Off   │    0.0769231 │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 174 │ B       │ WA           │ Fully Paid    │    0.892523  │     191 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 175 │ B       │ WA           │ Charged Off   │    0.107477  │      23 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 176 │ B       │ WI           │ Fully Paid    │    0.909836  │     111 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 177 │ B       │ WI           │ Charged Off   │    0.0901639 │      11 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 178 │ B       │ WV           │ Fully Paid    │    0.95122   │      39 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 179 │ B       │ WV           │ Charged Off   │    0.0487805 │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 180 │ B       │ WY           │ Fully Paid    │    1         │      25 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 181 │ C       │ AK           │ Fully Paid    │    0.7       │       7 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 182 │ C       │ AK           │ Charged Off   │    0.3       │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 183 │ C       │ AL           │ Fully Paid    │    0.810127  │      64 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 184 │ C       │ AL           │ Charged Off   │    0.189873  │      15 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 185 │ C       │ AR           │ Fully Paid    │    0.883721  │      38 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 186 │ C       │ AR           │ Charged Off   │    0.116279  │       5 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 187 │ C       │ AZ           │ Fully Paid    │    0.808917  │     127 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 188 │ C       │ AZ           │ Charged Off   │    0.191083  │      30 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 189 │ C       │ CA           │ Fully Paid    │    0.814607  │    1015 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 190 │ C       │ CA           │ Charged Off   │    0.185393  │     231 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 191 │ C       │ CO           │ Fully Paid    │    0.81203   │     108 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 192 │ C       │ CO           │ Charged Off   │    0.18797   │      25 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 193 │ C       │ CT           │ Fully Paid    │    0.773585  │      82 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 194 │ C       │ CT           │ Charged Off   │    0.226415  │      24 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 195 │ C       │ DC           │ Fully Paid    │    0.902439  │      37 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 196 │ C       │ DC           │ Charged Off   │    0.097561  │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 197 │ C       │ DE           │ Fully Paid    │    0.789474  │      15 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 198 │ C       │ DE           │ Charged Off   │    0.210526  │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 199 │ C       │ FL           │ Fully Paid    │    0.790554  │     385 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 200 │ C       │ FL           │ Charged Off   │    0.209446  │     102 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 201 │ C       │ GA           │ Fully Paid    │    0.782787  │     191 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 202 │ C       │ GA           │ Charged Off   │    0.217213  │      53 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 203 │ C       │ HI           │ Fully Paid    │    0.764706  │      26 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 204 │ C       │ HI           │ Charged Off   │    0.235294  │       8 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 205 │ C       │ IA           │ Fully Paid    │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 206 │ C       │ ID           │ Fully Paid    │    1         │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 207 │ C       │ IL           │ Fully Paid    │    0.864469  │     236 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 208 │ C       │ IL           │ Charged Off   │    0.135531  │      37 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 209 │ C       │ IN           │ Fully Paid    │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 210 │ C       │ KS           │ Fully Paid    │    0.894737  │      34 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 211 │ C       │ KS           │ Charged Off   │    0.105263  │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 212 │ C       │ KY           │ Fully Paid    │    0.825397  │      52 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 213 │ C       │ KY           │ Charged Off   │    0.174603  │      11 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 214 │ C       │ LA           │ Fully Paid    │    0.833333  │      65 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 215 │ C       │ LA           │ Charged Off   │    0.166667  │      13 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 216 │ C       │ MA           │ Fully Paid    │    0.812785  │     178 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 217 │ C       │ MA           │ Charged Off   │    0.187215  │      41 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 218 │ C       │ MD           │ Fully Paid    │    0.818182  │     153 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 219 │ C       │ MD           │ Charged Off   │    0.181818  │      34 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 220 │ C       │ ME           │ Fully Paid    │    1         │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 221 │ C       │ MI           │ Fully Paid    │    0.837607  │      98 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 222 │ C       │ MI           │ Charged Off   │    0.162393  │      19 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 223 │ C       │ MN           │ Fully Paid    │    0.801887  │      85 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 224 │ C       │ MN           │ Charged Off   │    0.198113  │      21 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 225 │ C       │ MO           │ Fully Paid    │    0.75      │      87 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 226 │ C       │ MO           │ Charged Off   │    0.25      │      29 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 227 │ C       │ MS           │ Fully Paid    │    0.8       │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 228 │ C       │ MS           │ Charged Off   │    0.2       │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 229 │ C       │ MT           │ Fully Paid    │    0.857143  │      12 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 230 │ C       │ MT           │ Charged Off   │    0.142857  │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 231 │ C       │ NC           │ Fully Paid    │    0.782609  │      90 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 232 │ C       │ NC           │ Charged Off   │    0.217391  │      25 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 233 │ C       │ NE           │ Fully Paid    │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 234 │ C       │ NH           │ Fully Paid    │    0.869565  │      20 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 235 │ C       │ NH           │ Charged Off   │    0.130435  │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 236 │ C       │ NJ           │ Fully Paid    │    0.817629  │     269 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 237 │ C       │ NJ           │ Charged Off   │    0.182371  │      60 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 238 │ C       │ NM           │ Fully Paid    │    0.882353  │      30 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 239 │ C       │ NM           │ Charged Off   │    0.117647  │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 240 │ C       │ NV           │ Fully Paid    │    0.806122  │      79 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 241 │ C       │ NV           │ Charged Off   │    0.193878  │      19 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 242 │ C       │ NY           │ Fully Paid    │    0.865801  │     600 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 243 │ C       │ NY           │ Charged Off   │    0.134199  │      93 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 244 │ C       │ OH           │ Fully Paid    │    0.865     │     173 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 245 │ C       │ OH           │ Charged Off   │    0.135     │      27 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 246 │ C       │ OK           │ Fully Paid    │    0.770833  │      37 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 247 │ C       │ OK           │ Charged Off   │    0.229167  │      11 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 248 │ C       │ OR           │ Fully Paid    │    0.757143  │      53 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 249 │ C       │ OR           │ Charged Off   │    0.242857  │      17 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 250 │ C       │ PA           │ Fully Paid    │    0.871429  │     244 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 251 │ C       │ PA           │ Charged Off   │    0.128571  │      36 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 252 │ C       │ RI           │ Fully Paid    │    0.933333  │      28 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 253 │ C       │ RI           │ Charged Off   │    0.0666667 │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 254 │ C       │ SC           │ Fully Paid    │    0.90625   │      58 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 255 │ C       │ SC           │ Charged Off   │    0.09375   │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 256 │ C       │ SD           │ Fully Paid    │    0.823529  │      14 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 257 │ C       │ SD           │ Charged Off   │    0.176471  │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 258 │ C       │ TN           │ Fully Paid    │    1         │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 259 │ C       │ TX           │ Fully Paid    │    0.84375   │     405 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 260 │ C       │ TX           │ Charged Off   │    0.15625   │      75 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 261 │ C       │ UT           │ Fully Paid    │    0.861111  │      31 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 262 │ C       │ UT           │ Charged Off   │    0.138889  │       5 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 263 │ C       │ VA           │ Fully Paid    │    0.842105  │     240 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 264 │ C       │ VA           │ Charged Off   │    0.157895  │      45 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 265 │ C       │ VT           │ Fully Paid    │    0.666667  │       8 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 266 │ C       │ VT           │ Charged Off   │    0.333333  │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 267 │ C       │ WA           │ Fully Paid    │    0.793548  │     123 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 268 │ C       │ WA           │ Charged Off   │    0.206452  │      32 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 269 │ C       │ WI           │ Fully Paid    │    0.756757  │      56 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 270 │ C       │ WI           │ Charged Off   │    0.243243  │      18 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 271 │ C       │ WV           │ Fully Paid    │    0.846154  │      33 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 272 │ C       │ WV           │ Charged Off   │    0.153846  │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 273 │ C       │ WY           │ Fully Paid    │    1         │      18 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 274 │ D       │ AK           │ Fully Paid    │    0.625     │       5 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 275 │ D       │ AK           │ Charged Off   │    0.375     │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 276 │ D       │ AL           │ Fully Paid    │    0.731707  │      30 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 277 │ D       │ AL           │ Charged Off   │    0.268293  │      11 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 278 │ D       │ AR           │ Fully Paid    │    0.923077  │      24 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 279 │ D       │ AR           │ Charged Off   │    0.0769231 │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 280 │ D       │ AZ           │ Fully Paid    │    0.838384  │      83 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 281 │ D       │ AZ           │ Charged Off   │    0.161616  │      16 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 282 │ D       │ CA           │ Fully Paid    │    0.751816  │     621 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 283 │ D       │ CA           │ Charged Off   │    0.248184  │     205 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 284 │ D       │ CO           │ Fully Paid    │    0.775281  │      69 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 285 │ D       │ CO           │ Charged Off   │    0.224719  │      20 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 286 │ D       │ CT           │ Fully Paid    │    0.756098  │      62 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 287 │ D       │ CT           │ Charged Off   │    0.243902  │      20 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 288 │ D       │ DC           │ Fully Paid    │    0.9       │      18 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 289 │ D       │ DC           │ Charged Off   │    0.1       │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 290 │ D       │ DE           │ Fully Paid    │    0.904762  │      19 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 291 │ D       │ DE           │ Charged Off   │    0.0952381 │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 292 │ D       │ FL           │ Fully Paid    │    0.765957  │     252 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 293 │ D       │ FL           │ Charged Off   │    0.234043  │      77 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 294 │ D       │ GA           │ Fully Paid    │    0.744361  │      99 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 295 │ D       │ GA           │ Charged Off   │    0.255639  │      34 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 296 │ D       │ HI           │ Fully Paid    │    0.88      │      22 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 297 │ D       │ HI           │ Charged Off   │    0.12      │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 298 │ D       │ ID           │ Charged Off   │    0.5       │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 299 │ D       │ ID           │ Fully Paid    │    0.5       │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 300 │ D       │ IL           │ Fully Paid    │    0.805031  │     128 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 301 │ D       │ IL           │ Charged Off   │    0.194969  │      31 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 302 │ D       │ IN           │ Fully Paid    │    1         │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 303 │ D       │ KS           │ Fully Paid    │    0.8       │      16 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 304 │ D       │ KS           │ Charged Off   │    0.2       │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 305 │ D       │ KY           │ Fully Paid    │    0.769231  │      30 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 306 │ D       │ KY           │ Charged Off   │    0.230769  │       9 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 307 │ D       │ LA           │ Fully Paid    │    0.769231  │      30 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 308 │ D       │ LA           │ Charged Off   │    0.230769  │       9 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 309 │ D       │ MA           │ Fully Paid    │    0.839416  │     115 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 310 │ D       │ MA           │ Charged Off   │    0.160584  │      22 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 311 │ D       │ MD           │ Fully Paid    │    0.76378   │      97 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 312 │ D       │ MD           │ Charged Off   │    0.23622   │      30 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 313 │ D       │ MI           │ Fully Paid    │    0.735294  │      50 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 314 │ D       │ MI           │ Charged Off   │    0.264706  │      18 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 315 │ D       │ MN           │ Fully Paid    │    0.824324  │      61 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 316 │ D       │ MN           │ Charged Off   │    0.175676  │      13 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 317 │ D       │ MO           │ Fully Paid    │    0.675325  │      52 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 318 │ D       │ MO           │ Charged Off   │    0.324675  │      25 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 319 │ D       │ MS           │ Fully Paid    │    0.666667  │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 320 │ D       │ MS           │ Charged Off   │    0.333333  │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 321 │ D       │ MT           │ Fully Paid    │    0.727273  │       8 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 322 │ D       │ MT           │ Charged Off   │    0.272727  │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 323 │ D       │ NC           │ Fully Paid    │    0.725275  │      66 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 324 │ D       │ NC           │ Charged Off   │    0.274725  │      25 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 325 │ D       │ NE           │ Charged Off   │    1         │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 326 │ D       │ NH           │ Fully Paid    │    0.764706  │      13 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 327 │ D       │ NH           │ Charged Off   │    0.235294  │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 328 │ D       │ NJ           │ Fully Paid    │    0.801653  │     194 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 329 │ D       │ NJ           │ Charged Off   │    0.198347  │      48 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 330 │ D       │ NM           │ Fully Paid    │    0.875     │      14 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 331 │ D       │ NM           │ Charged Off   │    0.125     │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 332 │ D       │ NV           │ Fully Paid    │    0.61194   │      41 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 333 │ D       │ NV           │ Charged Off   │    0.38806   │      26 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 334 │ D       │ NY           │ Fully Paid    │    0.799087  │     350 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 335 │ D       │ NY           │ Charged Off   │    0.200913  │      88 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 336 │ D       │ OH           │ Fully Paid    │    0.772059  │     105 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 337 │ D       │ OH           │ Charged Off   │    0.227941  │      31 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 338 │ D       │ OK           │ Fully Paid    │    0.785714  │      22 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 339 │ D       │ OK           │ Charged Off   │    0.214286  │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 340 │ D       │ OR           │ Fully Paid    │    0.709677  │      44 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 341 │ D       │ OR           │ Charged Off   │    0.290323  │      18 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 342 │ D       │ PA           │ Fully Paid    │    0.810127  │     128 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 343 │ D       │ PA           │ Charged Off   │    0.189873  │      30 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 344 │ D       │ RI           │ Fully Paid    │    0.761905  │      16 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 345 │ D       │ RI           │ Charged Off   │    0.238095  │       5 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 346 │ D       │ SC           │ Fully Paid    │    0.773585  │      41 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 347 │ D       │ SC           │ Charged Off   │    0.226415  │      12 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 348 │ D       │ SD           │ Charged Off   │    0.5       │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 349 │ D       │ SD           │ Fully Paid    │    0.5       │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 350 │ D       │ TN           │ Fully Paid    │    1         │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 351 │ D       │ TX           │ Fully Paid    │    0.82807   │     236 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 352 │ D       │ TX           │ Charged Off   │    0.17193   │      49 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 353 │ D       │ UT           │ Fully Paid    │    0.727273  │      24 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 354 │ D       │ UT           │ Charged Off   │    0.272727  │       9 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 355 │ D       │ VA           │ Fully Paid    │    0.821429  │     115 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 356 │ D       │ VA           │ Charged Off   │    0.178571  │      25 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 357 │ D       │ VT           │ Fully Paid    │    1         │       5 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 358 │ D       │ WA           │ Fully Paid    │    0.755102  │      74 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 359 │ D       │ WA           │ Charged Off   │    0.244898  │      24 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 360 │ D       │ WI           │ Fully Paid    │    0.818182  │      36 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 361 │ D       │ WI           │ Charged Off   │    0.181818  │       8 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 362 │ D       │ WV           │ Fully Paid    │    0.894737  │      17 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 363 │ D       │ WV           │ Charged Off   │    0.105263  │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 364 │ D       │ WY           │ Fully Paid    │    0.833333  │      10 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 365 │ D       │ WY           │ Charged Off   │    0.166667  │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 366 │ E       │ AK           │ Charged Off   │    0.5       │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 367 │ E       │ AK           │ Fully Paid    │    0.5       │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 368 │ E       │ AL           │ Fully Paid    │    0.72      │      18 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 369 │ E       │ AL           │ Charged Off   │    0.28      │       7 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 370 │ E       │ AR           │ Fully Paid    │    0.625     │       5 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 371 │ E       │ AR           │ Charged Off   │    0.375     │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 372 │ E       │ AZ           │ Fully Paid    │    0.703704  │      38 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 373 │ E       │ AZ           │ Charged Off   │    0.296296  │      16 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 374 │ E       │ CA           │ Fully Paid    │    0.711217  │     298 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 375 │ E       │ CA           │ Charged Off   │    0.288783  │     121 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 376 │ E       │ CO           │ Fully Paid    │    0.777778  │      28 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 377 │ E       │ CO           │ Charged Off   │    0.222222  │       8 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 378 │ E       │ CT           │ Fully Paid    │    0.756757  │      28 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 379 │ E       │ CT           │ Charged Off   │    0.243243  │       9 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 380 │ E       │ DC           │ Fully Paid    │    0.888889  │       8 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 381 │ E       │ DC           │ Charged Off   │    0.111111  │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 382 │ E       │ DE           │ Fully Paid    │    1         │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 383 │ E       │ FL           │ Fully Paid    │    0.652778  │      94 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 384 │ E       │ FL           │ Charged Off   │    0.347222  │      50 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 385 │ E       │ GA           │ Fully Paid    │    0.794118  │      54 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 386 │ E       │ GA           │ Charged Off   │    0.205882  │      14 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 387 │ E       │ HI           │ Fully Paid    │    0.666667  │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 388 │ E       │ HI           │ Charged Off   │    0.333333  │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 389 │ E       │ IL           │ Fully Paid    │    0.820896  │      55 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 390 │ E       │ IL           │ Charged Off   │    0.179104  │      12 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 391 │ E       │ KS           │ Fully Paid    │    1         │      10 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 392 │ E       │ KY           │ Fully Paid    │    0.625     │      10 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 393 │ E       │ KY           │ Charged Off   │    0.375     │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 394 │ E       │ LA           │ Fully Paid    │    0.954545  │      21 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 395 │ E       │ LA           │ Charged Off   │    0.0454545 │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 396 │ E       │ MA           │ Fully Paid    │    0.746667  │      56 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 397 │ E       │ MA           │ Charged Off   │    0.253333  │      19 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 398 │ E       │ MD           │ Fully Paid    │    0.772727  │      51 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 399 │ E       │ MD           │ Charged Off   │    0.227273  │      15 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 400 │ E       │ MI           │ Fully Paid    │    0.770833  │      37 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 401 │ E       │ MI           │ Charged Off   │    0.229167  │      11 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 402 │ E       │ MN           │ Fully Paid    │    0.818182  │      27 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 403 │ E       │ MN           │ Charged Off   │    0.181818  │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 404 │ E       │ MO           │ Fully Paid    │    0.676471  │      23 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 405 │ E       │ MO           │ Charged Off   │    0.323529  │      11 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 406 │ E       │ MT           │ Fully Paid    │    0.666667  │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 407 │ E       │ MT           │ Charged Off   │    0.333333  │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 408 │ E       │ NC           │ Fully Paid    │    0.692308  │      27 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 409 │ E       │ NC           │ Charged Off   │    0.307692  │      12 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 410 │ E       │ NH           │ Fully Paid    │    0.9       │       9 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 411 │ E       │ NH           │ Charged Off   │    0.1       │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 412 │ E       │ NJ           │ Fully Paid    │    0.75      │      69 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 413 │ E       │ NJ           │ Charged Off   │    0.25      │      23 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 414 │ E       │ NM           │ Fully Paid    │    0.75      │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 415 │ E       │ NM           │ Charged Off   │    0.25      │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 416 │ E       │ NV           │ Fully Paid    │    0.555556  │      15 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 417 │ E       │ NV           │ Charged Off   │    0.444444  │      12 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 418 │ E       │ NY           │ Fully Paid    │    0.731183  │     136 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 419 │ E       │ NY           │ Charged Off   │    0.268817  │      50 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 420 │ E       │ OH           │ Fully Paid    │    0.704918  │      43 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 421 │ E       │ OH           │ Charged Off   │    0.295082  │      18 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 422 │ E       │ OK           │ Fully Paid    │    0.733333  │      11 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 423 │ E       │ OK           │ Charged Off   │    0.266667  │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 424 │ E       │ OR           │ Fully Paid    │    0.583333  │      14 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 425 │ E       │ OR           │ Charged Off   │    0.416667  │      10 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 426 │ E       │ PA           │ Fully Paid    │    0.783784  │      58 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 427 │ E       │ PA           │ Charged Off   │    0.216216  │      16 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 428 │ E       │ RI           │ Fully Paid    │    0.823529  │      14 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 429 │ E       │ RI           │ Charged Off   │    0.176471  │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 430 │ E       │ SC           │ Fully Paid    │    0.636364  │      14 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 431 │ E       │ SC           │ Charged Off   │    0.363636  │       8 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 432 │ E       │ SD           │ Fully Paid    │    1         │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 433 │ E       │ TX           │ Fully Paid    │    0.755725  │      99 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 434 │ E       │ TX           │ Charged Off   │    0.244275  │      32 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 435 │ E       │ UT           │ Charged Off   │    0.5       │       7 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 436 │ E       │ UT           │ Fully Paid    │    0.5       │       7 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 437 │ E       │ VA           │ Fully Paid    │    0.767123  │      56 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 438 │ E       │ VA           │ Charged Off   │    0.232877  │      17 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 439 │ E       │ VT           │ Fully Paid    │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 440 │ E       │ WA           │ Fully Paid    │    0.795918  │      39 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 441 │ E       │ WA           │ Charged Off   │    0.204082  │      10 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 442 │ E       │ WI           │ Fully Paid    │    0.681818  │      15 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 443 │ E       │ WI           │ Charged Off   │    0.318182  │       7 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 444 │ E       │ WV           │ Fully Paid    │    0.555556  │       5 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 445 │ E       │ WV           │ Charged Off   │    0.444444  │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 446 │ E       │ WY           │ Fully Paid    │    0.8       │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 447 │ E       │ WY           │ Charged Off   │    0.2       │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 448 │ F       │ AL           │ Fully Paid    │    0.666667  │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 449 │ F       │ AL           │ Charged Off   │    0.333333  │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 450 │ F       │ AR           │ Fully Paid    │    0.666667  │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 451 │ F       │ AR           │ Charged Off   │    0.333333  │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 452 │ F       │ AZ           │ Fully Paid    │    0.736842  │      14 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 453 │ F       │ AZ           │ Charged Off   │    0.263158  │       5 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 454 │ F       │ CA           │ Fully Paid    │    0.688     │      86 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 455 │ F       │ CA           │ Charged Off   │    0.312     │      39 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 456 │ F       │ CO           │ Fully Paid    │    0.8       │       8 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 457 │ F       │ CO           │ Charged Off   │    0.2       │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 458 │ F       │ CT           │ Fully Paid    │    0.727273  │       8 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 459 │ F       │ CT           │ Charged Off   │    0.272727  │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 460 │ F       │ DC           │ Fully Paid    │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 461 │ F       │ DE           │ Charged Off   │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 462 │ F       │ FL           │ Fully Paid    │    0.618182  │      34 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 463 │ F       │ FL           │ Charged Off   │    0.381818  │      21 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 464 │ F       │ GA           │ Fully Paid    │    0.727273  │      16 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 465 │ F       │ GA           │ Charged Off   │    0.272727  │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 466 │ F       │ HI           │ Fully Paid    │    0.571429  │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 467 │ F       │ HI           │ Charged Off   │    0.428571  │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 468 │ F       │ IL           │ Fully Paid    │    0.633333  │      19 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 469 │ F       │ IL           │ Charged Off   │    0.366667  │      11 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 470 │ F       │ IN           │ Fully Paid    │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 471 │ F       │ KS           │ Fully Paid    │    0.857143  │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 472 │ F       │ KS           │ Charged Off   │    0.142857  │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 473 │ F       │ KY           │ Fully Paid    │    0.714286  │       5 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 474 │ F       │ KY           │ Charged Off   │    0.285714  │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 475 │ F       │ LA           │ Fully Paid    │    0.666667  │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 476 │ F       │ LA           │ Charged Off   │    0.333333  │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 477 │ F       │ MA           │ Fully Paid    │    0.6875    │      11 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 478 │ F       │ MA           │ Charged Off   │    0.3125    │       5 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 479 │ F       │ MD           │ Fully Paid    │    0.571429  │      16 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 480 │ F       │ MD           │ Charged Off   │    0.428571  │      12 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 481 │ F       │ MI           │ Fully Paid    │    0.75      │       9 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 482 │ F       │ MI           │ Charged Off   │    0.25      │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 483 │ F       │ MN           │ Fully Paid    │    0.833333  │      10 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 484 │ F       │ MN           │ Charged Off   │    0.166667  │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 485 │ F       │ MO           │ Fully Paid    │    0.9       │       9 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 486 │ F       │ MO           │ Charged Off   │    0.1       │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 487 │ F       │ MT           │ Fully Paid    │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 488 │ F       │ NC           │ Fully Paid    │    0.761905  │      16 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 489 │ F       │ NC           │ Charged Off   │    0.238095  │       5 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 490 │ F       │ NH           │ Fully Paid    │    0.75      │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 491 │ F       │ NH           │ Charged Off   │    0.25      │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 492 │ F       │ NJ           │ Fully Paid    │    0.53125   │      17 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 493 │ F       │ NJ           │ Charged Off   │    0.46875   │      15 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 494 │ F       │ NM           │ Charged Off   │    0.666667  │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 495 │ F       │ NM           │ Fully Paid    │    0.333333  │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 496 │ F       │ NV           │ Fully Paid    │    0.833333  │      10 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 497 │ F       │ NV           │ Charged Off   │    0.166667  │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 498 │ F       │ NY           │ Fully Paid    │    0.733333  │      55 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 499 │ F       │ NY           │ Charged Off   │    0.266667  │      20 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 500 │ F       │ OH           │ Fully Paid    │    0.588235  │      10 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 501 │ F       │ OH           │ Charged Off   │    0.411765  │       7 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 502 │ F       │ OK           │ Charged Off   │    0.5       │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 503 │ F       │ OK           │ Fully Paid    │    0.5       │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 504 │ F       │ OR           │ Fully Paid    │    0.833333  │       5 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 505 │ F       │ OR           │ Charged Off   │    0.166667  │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 506 │ F       │ PA           │ Fully Paid    │    0.904762  │      19 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 507 │ F       │ PA           │ Charged Off   │    0.0952381 │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 508 │ F       │ RI           │ Fully Paid    │    1         │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 509 │ F       │ SC           │ Fully Paid    │    0.6       │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 510 │ F       │ SC           │ Charged Off   │    0.4       │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 511 │ F       │ SD           │ Charged Off   │    1         │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 512 │ F       │ TX           │ Fully Paid    │    0.625     │      35 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 513 │ F       │ TX           │ Charged Off   │    0.375     │      21 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 514 │ F       │ UT           │ Charged Off   │    0.75      │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 515 │ F       │ UT           │ Fully Paid    │    0.25      │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 516 │ F       │ VA           │ Fully Paid    │    0.666667  │      20 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 517 │ F       │ VA           │ Charged Off   │    0.333333  │      10 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 518 │ F       │ VT           │ Fully Paid    │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 519 │ F       │ WA           │ Fully Paid    │    0.823529  │      14 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 520 │ F       │ WA           │ Charged Off   │    0.176471  │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 521 │ F       │ WI           │ Fully Paid    │    0.7       │       7 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 522 │ F       │ WI           │ Charged Off   │    0.3       │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 523 │ F       │ WV           │ Fully Paid    │    1         │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 524 │ F       │ WY           │ Fully Paid    │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 525 │ G       │ AL           │ Fully Paid    │    1         │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 526 │ G       │ AR           │ Fully Paid    │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 527 │ G       │ AZ           │ Fully Paid    │    0.714286  │       5 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 528 │ G       │ AZ           │ Charged Off   │    0.285714  │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 529 │ G       │ CA           │ Fully Paid    │    0.689655  │      20 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 530 │ G       │ CA           │ Charged Off   │    0.310345  │       9 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 531 │ G       │ CO           │ Charged Off   │    0.6       │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 532 │ G       │ CO           │ Fully Paid    │    0.4       │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 533 │ G       │ CT           │ Charged Off   │    0.5       │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 534 │ G       │ CT           │ Fully Paid    │    0.5       │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 535 │ G       │ FL           │ Charged Off   │    0.571429  │       8 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 536 │ G       │ FL           │ Fully Paid    │    0.428571  │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 537 │ G       │ GA           │ Fully Paid    │    0.625     │       5 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 538 │ G       │ GA           │ Charged Off   │    0.375     │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 539 │ G       │ IL           │ Charged Off   │    0.714286  │       5 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 540 │ G       │ IL           │ Fully Paid    │    0.285714  │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 541 │ G       │ KS           │ Fully Paid    │    1         │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 542 │ G       │ KY           │ Fully Paid    │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 543 │ G       │ LA           │ Fully Paid    │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 544 │ G       │ MA           │ Fully Paid    │    1         │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 545 │ G       │ MD           │ Fully Paid    │    0.857143  │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 546 │ G       │ MD           │ Charged Off   │    0.142857  │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 547 │ G       │ MI           │ Fully Paid    │    0.75      │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 548 │ G       │ MI           │ Charged Off   │    0.25      │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 549 │ G       │ MN           │ Charged Off   │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 550 │ G       │ NC           │ Fully Paid    │    0.571429  │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 551 │ G       │ NC           │ Charged Off   │    0.428571  │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 552 │ G       │ NJ           │ Fully Paid    │    0.6       │       6 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 553 │ G       │ NJ           │ Charged Off   │    0.4       │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 554 │ G       │ NV           │ Fully Paid    │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 555 │ G       │ NY           │ Fully Paid    │    0.75      │      12 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 556 │ G       │ NY           │ Charged Off   │    0.25      │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 557 │ G       │ OH           │ Charged Off   │    0.75      │       3 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 558 │ G       │ OH           │ Fully Paid    │    0.25      │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 559 │ G       │ OK           │ Fully Paid    │    1         │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 560 │ G       │ OR           │ Fully Paid    │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 561 │ G       │ PA           │ Charged Off   │    1         │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 562 │ G       │ SC           │ Charged Off   │    1         │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 563 │ G       │ TX           │ Fully Paid    │    0.818182  │       9 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 564 │ G       │ TX           │ Charged Off   │    0.181818  │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 565 │ G       │ UT           │ Charged Off   │    0.5       │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 566 │ G       │ UT           │ Fully Paid    │    0.5       │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 567 │ G       │ VA           │ Fully Paid    │    0.666667  │       4 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 568 │ G       │ VA           │ Charged Off   │    0.333333  │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 569 │ G       │ WA           │ Charged Off   │    0.666667  │       2 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 570 │ G       │ WA           │ Fully Paid    │    0.333333  │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 571 │ G       │ WI           │ Charged Off   │    0.5       │       1 │
├─────┼─────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 572 │ G       │ WI           │ Fully Paid    │    0.5       │       1 │
╘═════╧═════════╧══════════════╧═══════════════╧══════════════╧═════════╛

Inference

Grades C & D and state CA have a higher chance of default:

Grade State Percent
C CA 18.54
D CA 24.82

Note => Percent is the percentage of default in the occurence of the corresponding combinations.

Home Ownership by Others

Purpose

In [131]:
bivariate_categorical("loan_status", "home_ownership", "purpose")
<matplotlib.figure.Figure at 0x119771e10>
╒═════╤══════════════════╤════════════════════╤═══════════════╤══════════════╤═════════╕
│     │ home_ownership   │ purpose            │ loan_status   │   percent(%) │   count │
╞═════╪══════════════════╪════════════════════╪═══════════════╪══════════════╪═════════╡
│   0 │ MORTGAGE         │ car                │ Fully Paid    │    0.899522  │     564 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│   1 │ MORTGAGE         │ car                │ Charged Off   │    0.100478  │      63 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│   2 │ MORTGAGE         │ credit_card        │ Fully Paid    │    0.902803  │    1514 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│   3 │ MORTGAGE         │ credit_card        │ Charged Off   │    0.0971974 │     163 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│   4 │ MORTGAGE         │ debt_consolidation │ Fully Paid    │    0.846696  │    5048 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│   5 │ MORTGAGE         │ debt_consolidation │ Charged Off   │    0.153304  │     914 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│   6 │ MORTGAGE         │ educational        │ Fully Paid    │    0.882353  │      60 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│   7 │ MORTGAGE         │ educational        │ Charged Off   │    0.117647  │       8 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│   8 │ MORTGAGE         │ home_improvement   │ Fully Paid    │    0.881637  │    1594 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│   9 │ MORTGAGE         │ home_improvement   │ Charged Off   │    0.118363  │     214 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  10 │ MORTGAGE         │ house              │ Fully Paid    │    0.895238  │      94 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  11 │ MORTGAGE         │ house              │ Charged Off   │    0.104762  │      11 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  12 │ MORTGAGE         │ major_purchase     │ Fully Paid    │    0.910256  │     710 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  13 │ MORTGAGE         │ major_purchase     │ Charged Off   │    0.0897436 │      70 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  14 │ MORTGAGE         │ medical            │ Fully Paid    │    0.859504  │     208 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  15 │ MORTGAGE         │ medical            │ Charged Off   │    0.140496  │      34 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  16 │ MORTGAGE         │ moving             │ Fully Paid    │    0.918605  │      79 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  17 │ MORTGAGE         │ moving             │ Charged Off   │    0.0813953 │       7 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  18 │ MORTGAGE         │ other              │ Fully Paid    │    0.878177  │    1002 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  19 │ MORTGAGE         │ other              │ Charged Off   │    0.121823  │     139 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  20 │ MORTGAGE         │ renewable_energy   │ Fully Paid    │    0.8125    │      39 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  21 │ MORTGAGE         │ renewable_energy   │ Charged Off   │    0.1875    │       9 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  22 │ MORTGAGE         │ small_business     │ Fully Paid    │    0.773148  │     501 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  23 │ MORTGAGE         │ small_business     │ Charged Off   │    0.226852  │     147 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  24 │ MORTGAGE         │ vacation           │ Fully Paid    │    0.898305  │     106 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  25 │ MORTGAGE         │ vacation           │ Charged Off   │    0.101695  │      12 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  26 │ MORTGAGE         │ wedding            │ Fully Paid    │    0.884298  │     214 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  27 │ MORTGAGE         │ wedding            │ Charged Off   │    0.115702  │      28 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  28 │ NONE             │ debt_consolidation │ Fully Paid    │    1         │       1 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  29 │ NONE             │ other              │ Fully Paid    │    1         │       2 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  30 │ OTHER            │ car                │ Charged Off   │    0.5       │       1 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  31 │ OTHER            │ car                │ Fully Paid    │    0.5       │       1 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  32 │ OTHER            │ credit_card        │ Fully Paid    │    0.8       │       8 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  33 │ OTHER            │ credit_card        │ Charged Off   │    0.2       │       2 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  34 │ OTHER            │ debt_consolidation │ Fully Paid    │    0.842105  │      32 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  35 │ OTHER            │ debt_consolidation │ Charged Off   │    0.157895  │       6 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  36 │ OTHER            │ educational        │ Fully Paid    │    1         │       3 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  37 │ OTHER            │ home_improvement   │ Fully Paid    │    0.8       │       4 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  38 │ OTHER            │ home_improvement   │ Charged Off   │    0.2       │       1 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  39 │ OTHER            │ house              │ Fully Paid    │    1         │       1 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  40 │ OTHER            │ major_purchase     │ Fully Paid    │    1         │       5 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  41 │ OTHER            │ medical            │ Fully Paid    │    1         │       1 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  42 │ OTHER            │ moving             │ Charged Off   │    1         │       1 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  43 │ OTHER            │ other              │ Fully Paid    │    0.846154  │      11 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  44 │ OTHER            │ other              │ Charged Off   │    0.153846  │       2 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  45 │ OTHER            │ small_business     │ Fully Paid    │    0.6       │       6 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  46 │ OTHER            │ small_business     │ Charged Off   │    0.4       │       4 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  47 │ OTHER            │ wedding            │ Fully Paid    │    1         │       1 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  48 │ OWN              │ car                │ Fully Paid    │    0.89781   │     123 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  49 │ OWN              │ car                │ Charged Off   │    0.10219   │      14 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  50 │ OWN              │ credit_card        │ Fully Paid    │    0.864865  │     224 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  51 │ OWN              │ credit_card        │ Charged Off   │    0.135135  │      35 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  52 │ OWN              │ debt_consolidation │ Fully Paid    │    0.847487  │     978 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  53 │ OWN              │ debt_consolidation │ Charged Off   │    0.152513  │     176 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  54 │ OWN              │ educational        │ Fully Paid    │    0.75      │      15 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  55 │ OWN              │ educational        │ Charged Off   │    0.25      │       5 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  56 │ OWN              │ home_improvement   │ Fully Paid    │    0.857651  │     241 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  57 │ OWN              │ home_improvement   │ Charged Off   │    0.142349  │      40 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  58 │ OWN              │ house              │ Fully Paid    │    0.892857  │      25 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  59 │ OWN              │ house              │ Charged Off   │    0.107143  │       3 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  60 │ OWN              │ major_purchase     │ Fully Paid    │    0.883178  │     189 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  61 │ OWN              │ major_purchase     │ Charged Off   │    0.116822  │      25 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  62 │ OWN              │ medical            │ Fully Paid    │    0.833333  │      50 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  63 │ OWN              │ medical            │ Charged Off   │    0.166667  │      10 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  64 │ OWN              │ moving             │ Fully Paid    │    0.75      │      18 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  65 │ OWN              │ moving             │ Charged Off   │    0.25      │       6 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  66 │ OWN              │ other              │ Fully Paid    │    0.8429    │     279 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  67 │ OWN              │ other              │ Charged Off   │    0.1571    │      52 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  68 │ OWN              │ renewable_energy   │ Fully Paid    │    0.888889  │       8 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  69 │ OWN              │ renewable_energy   │ Charged Off   │    0.111111  │       1 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  70 │ OWN              │ small_business     │ Fully Paid    │    0.704545  │      62 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  71 │ OWN              │ small_business     │ Charged Off   │    0.295455  │      26 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  72 │ OWN              │ vacation           │ Fully Paid    │    0.866667  │      26 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  73 │ OWN              │ vacation           │ Charged Off   │    0.133333  │       4 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  74 │ OWN              │ wedding            │ Fully Paid    │    0.94      │      47 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  75 │ OWN              │ wedding            │ Charged Off   │    0.06      │       3 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  76 │ RENT             │ car                │ Fully Paid    │    0.880342  │     515 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  77 │ RENT             │ car                │ Charged Off   │    0.119658  │      70 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  78 │ RENT             │ credit_card        │ Fully Paid    │    0.894669  │    2081 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  79 │ RENT             │ credit_card        │ Charged Off   │    0.105331  │     245 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  80 │ RENT             │ debt_consolidation │ Fully Paid    │    0.851091  │    7373 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  81 │ RENT             │ debt_consolidation │ Charged Off   │    0.148909  │    1290 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  82 │ RENT             │ educational        │ Fully Paid    │    0.814634  │     167 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  83 │ RENT             │ educational        │ Charged Off   │    0.185366  │      38 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  84 │ RENT             │ home_improvement   │ Fully Paid    │    0.847458  │     200 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  85 │ RENT             │ home_improvement   │ Charged Off   │    0.152542  │      36 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  86 │ RENT             │ house              │ Fully Paid    │    0.821229  │     147 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  87 │ RENT             │ house              │ Charged Off   │    0.178771  │      32 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  88 │ RENT             │ major_purchase     │ Fully Paid    │    0.878279  │     837 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  89 │ RENT             │ major_purchase     │ Charged Off   │    0.121721  │     116 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  90 │ RENT             │ medical            │ Fully Paid    │    0.828947  │     252 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  91 │ RENT             │ medical            │ Charged Off   │    0.171053  │      52 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  92 │ RENT             │ moving             │ Fully Paid    │    0.82619   │     347 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  93 │ RENT             │ moving             │ Charged Off   │    0.17381   │      73 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  94 │ RENT             │ other              │ Fully Paid    │    0.819556  │    1626 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  95 │ RENT             │ other              │ Charged Off   │    0.180444  │     358 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  96 │ RENT             │ renewable_energy   │ Fully Paid    │    0.787879  │      26 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  97 │ RENT             │ renewable_energy   │ Charged Off   │    0.212121  │       7 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  98 │ RENT             │ small_business     │ Fully Paid    │    0.704309  │     474 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│  99 │ RENT             │ small_business     │ Charged Off   │    0.295691  │     199 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 100 │ RENT             │ vacation           │ Fully Paid    │    0.823529  │     168 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 101 │ RENT             │ vacation           │ Charged Off   │    0.176471  │      36 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 102 │ RENT             │ wedding            │ Fully Paid    │    0.902482  │     509 │
├─────┼──────────────────┼────────────────────┼───────────────┼──────────────┼─────────┤
│ 103 │ RENT             │ wedding            │ Charged Off   │    0.0975177 │      55 │
╘═════╧══════════════════╧════════════════════╧═══════════════╧══════════════╧═════════╛

Inference

Home Ownership categories Rent & Mortgage and purpose debt consolidation have a higher chance of default:

Home Ownership Purpose Percent
Rent Debt Consolidation 14.89
Mortgage Debt Consolidation 15.33

Note => Percent is the percentage of default in the occurence of the corresponding combinations.

State

In [132]:
bivariate_categorical("loan_status", "home_ownership", "addr_state")
<matplotlib.figure.Figure at 0x11948c8d0>
╒═════╤══════════════════╤══════════════╤═══════════════╤══════════════╤═════════╕
│     │ home_ownership   │ addr_state   │ loan_status   │   percent(%) │   count │
╞═════╪══════════════════╪══════════════╪═══════════════╪══════════════╪═════════╡
│   0 │ MORTGAGE         │ AK           │ Fully Paid    │    0.833333  │      25 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   1 │ MORTGAGE         │ AK           │ Charged Off   │    0.166667  │       5 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   2 │ MORTGAGE         │ AL           │ Fully Paid    │    0.905983  │     212 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   3 │ MORTGAGE         │ AL           │ Charged Off   │    0.0940171 │      22 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   4 │ MORTGAGE         │ AR           │ Fully Paid    │    0.934783  │     129 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   5 │ MORTGAGE         │ AR           │ Charged Off   │    0.0652174 │       9 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   6 │ MORTGAGE         │ AZ           │ Fully Paid    │    0.876607  │     341 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   7 │ MORTGAGE         │ AZ           │ Charged Off   │    0.123393  │      48 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   8 │ MORTGAGE         │ CA           │ Fully Paid    │    0.854839  │    1378 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   9 │ MORTGAGE         │ CA           │ Charged Off   │    0.145161  │     234 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  10 │ MORTGAGE         │ CO           │ Fully Paid    │    0.880878  │     281 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  11 │ MORTGAGE         │ CO           │ Charged Off   │    0.119122  │      38 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  12 │ MORTGAGE         │ CT           │ Fully Paid    │    0.860082  │     209 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  13 │ MORTGAGE         │ CT           │ Charged Off   │    0.139918  │      34 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  14 │ MORTGAGE         │ DC           │ Fully Paid    │    1         │      37 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  15 │ MORTGAGE         │ DE           │ Fully Paid    │    0.865385  │      45 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  16 │ MORTGAGE         │ DE           │ Charged Off   │    0.134615  │       7 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  17 │ MORTGAGE         │ FL           │ Fully Paid    │    0.82696   │     865 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  18 │ MORTGAGE         │ FL           │ Charged Off   │    0.17304   │     181 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  19 │ MORTGAGE         │ GA           │ Fully Paid    │    0.849145  │     546 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  20 │ MORTGAGE         │ GA           │ Charged Off   │    0.150855  │      97 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  21 │ MORTGAGE         │ HI           │ Fully Paid    │    0.911765  │      31 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  22 │ MORTGAGE         │ HI           │ Charged Off   │    0.0882353 │       3 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  23 │ MORTGAGE         │ IA           │ Fully Paid    │    1         │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  24 │ MORTGAGE         │ ID           │ Fully Paid    │    1         │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  25 │ MORTGAGE         │ IL           │ Fully Paid    │    0.856637  │     484 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  26 │ MORTGAGE         │ IL           │ Charged Off   │    0.143363  │      81 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  27 │ MORTGAGE         │ IN           │ Fully Paid    │    1         │       4 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  28 │ MORTGAGE         │ KS           │ Fully Paid    │    0.893805  │     101 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  29 │ MORTGAGE         │ KS           │ Charged Off   │    0.106195  │      12 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  30 │ MORTGAGE         │ KY           │ Fully Paid    │    0.87574   │     148 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  31 │ MORTGAGE         │ KY           │ Charged Off   │    0.12426   │      21 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  32 │ MORTGAGE         │ LA           │ Fully Paid    │    0.877005  │     164 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  33 │ MORTGAGE         │ LA           │ Charged Off   │    0.122995  │      23 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  34 │ MORTGAGE         │ MA           │ Fully Paid    │    0.888587  │     327 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  35 │ MORTGAGE         │ MA           │ Charged Off   │    0.111413  │      41 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  36 │ MORTGAGE         │ MD           │ Fully Paid    │    0.870523  │     316 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  37 │ MORTGAGE         │ MD           │ Charged Off   │    0.129477  │      47 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  38 │ MORTGAGE         │ MI           │ Fully Paid    │    0.853521  │     303 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  39 │ MORTGAGE         │ MI           │ Charged Off   │    0.146479  │      52 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  40 │ MORTGAGE         │ MN           │ Fully Paid    │    0.878136  │     245 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  41 │ MORTGAGE         │ MN           │ Charged Off   │    0.121864  │      34 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  42 │ MORTGAGE         │ MO           │ Fully Paid    │    0.853994  │     310 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  43 │ MORTGAGE         │ MO           │ Charged Off   │    0.146006  │      53 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  44 │ MORTGAGE         │ MS           │ Fully Paid    │    0.833333  │       5 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  45 │ MORTGAGE         │ MS           │ Charged Off   │    0.166667  │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  46 │ MORTGAGE         │ MT           │ Fully Paid    │    0.848485  │      28 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  47 │ MORTGAGE         │ MT           │ Charged Off   │    0.151515  │       5 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  48 │ MORTGAGE         │ NC           │ Fully Paid    │    0.844011  │     303 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  49 │ MORTGAGE         │ NC           │ Charged Off   │    0.155989  │      56 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  50 │ MORTGAGE         │ NE           │ Charged Off   │    1         │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  51 │ MORTGAGE         │ NH           │ Fully Paid    │    0.794118  │      54 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  52 │ MORTGAGE         │ NH           │ Charged Off   │    0.205882  │      14 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  53 │ MORTGAGE         │ NJ           │ Fully Paid    │    0.850679  │     376 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  54 │ MORTGAGE         │ NJ           │ Charged Off   │    0.149321  │      66 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  55 │ MORTGAGE         │ NM           │ Fully Paid    │    0.821429  │      69 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  56 │ MORTGAGE         │ NM           │ Charged Off   │    0.178571  │      15 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  57 │ MORTGAGE         │ NV           │ Fully Paid    │    0.830097  │     171 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  58 │ MORTGAGE         │ NV           │ Charged Off   │    0.169903  │      35 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  59 │ MORTGAGE         │ NY           │ Fully Paid    │    0.87224   │     553 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  60 │ MORTGAGE         │ NY           │ Charged Off   │    0.12776   │      81 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  61 │ MORTGAGE         │ OH           │ Fully Paid    │    0.878453  │     477 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  62 │ MORTGAGE         │ OH           │ Charged Off   │    0.121547  │      66 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  63 │ MORTGAGE         │ OK           │ Fully Paid    │    0.868263  │     145 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  64 │ MORTGAGE         │ OK           │ Charged Off   │    0.131737  │      22 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  65 │ MORTGAGE         │ OR           │ Fully Paid    │    0.89726   │     131 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  66 │ MORTGAGE         │ OR           │ Charged Off   │    0.10274   │      15 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  67 │ MORTGAGE         │ PA           │ Fully Paid    │    0.885615  │     511 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  68 │ MORTGAGE         │ PA           │ Charged Off   │    0.114385  │      66 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  69 │ MORTGAGE         │ RI           │ Fully Paid    │    0.875     │      70 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  70 │ MORTGAGE         │ RI           │ Charged Off   │    0.125     │      10 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  71 │ MORTGAGE         │ SC           │ Fully Paid    │    0.859649  │     196 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  72 │ MORTGAGE         │ SC           │ Charged Off   │    0.140351  │      32 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  73 │ MORTGAGE         │ SD           │ Fully Paid    │    0.823529  │      28 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  74 │ MORTGAGE         │ SD           │ Charged Off   │    0.176471  │       6 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  75 │ MORTGAGE         │ TN           │ Fully Paid    │    1         │       5 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  76 │ MORTGAGE         │ TX           │ Fully Paid    │    0.895833  │    1032 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  77 │ MORTGAGE         │ TX           │ Charged Off   │    0.104167  │     120 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  78 │ MORTGAGE         │ UT           │ Fully Paid    │    0.896     │     112 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  79 │ MORTGAGE         │ UT           │ Charged Off   │    0.104     │      13 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  80 │ MORTGAGE         │ VA           │ Fully Paid    │    0.868263  │     435 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  81 │ MORTGAGE         │ VA           │ Charged Off   │    0.131737  │      66 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  82 │ MORTGAGE         │ VT           │ Fully Paid    │    0.909091  │      20 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  83 │ MORTGAGE         │ VT           │ Charged Off   │    0.0909091 │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  84 │ MORTGAGE         │ WA           │ Fully Paid    │    0.827338  │     230 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  85 │ MORTGAGE         │ WA           │ Charged Off   │    0.172662  │      48 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  86 │ MORTGAGE         │ WI           │ Fully Paid    │    0.868132  │     158 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  87 │ MORTGAGE         │ WI           │ Charged Off   │    0.131868  │      24 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  88 │ MORTGAGE         │ WV           │ Fully Paid    │    0.875     │      77 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  89 │ MORTGAGE         │ WV           │ Charged Off   │    0.125     │      11 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  90 │ MORTGAGE         │ WY           │ Fully Paid    │    0.976744  │      42 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  91 │ MORTGAGE         │ WY           │ Charged Off   │    0.0232558 │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  92 │ NONE             │ CA           │ Fully Paid    │    1         │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  93 │ NONE             │ MA           │ Fully Paid    │    1         │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  94 │ NONE             │ VA           │ Fully Paid    │    1         │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  95 │ OTHER            │ AR           │ Charged Off   │    1         │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  96 │ OTHER            │ AZ           │ Fully Paid    │    0.6       │       3 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  97 │ OTHER            │ AZ           │ Charged Off   │    0.4       │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  98 │ OTHER            │ CA           │ Fully Paid    │    0.809524  │      17 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  99 │ OTHER            │ CA           │ Charged Off   │    0.190476  │       4 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 100 │ OTHER            │ CO           │ Fully Paid    │    0.6       │       3 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 101 │ OTHER            │ CO           │ Charged Off   │    0.4       │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 102 │ OTHER            │ CT           │ Fully Paid    │    1         │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 103 │ OTHER            │ DC           │ Fully Paid    │    1         │       4 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 104 │ OTHER            │ FL           │ Fully Paid    │    0.75      │       3 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 105 │ OTHER            │ FL           │ Charged Off   │    0.25      │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 106 │ OTHER            │ GA           │ Fully Paid    │    0.75      │       3 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 107 │ OTHER            │ GA           │ Charged Off   │    0.25      │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 108 │ OTHER            │ IL           │ Fully Paid    │    1         │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 109 │ OTHER            │ KS           │ Fully Paid    │    1         │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 110 │ OTHER            │ LA           │ Fully Paid    │    1         │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 111 │ OTHER            │ MA           │ Fully Paid    │    1         │       3 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 112 │ OTHER            │ MD           │ Fully Paid    │    1         │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 113 │ OTHER            │ MI           │ Fully Paid    │    1         │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 114 │ OTHER            │ MN           │ Fully Paid    │    1         │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 115 │ OTHER            │ MO           │ Charged Off   │    1         │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 116 │ OTHER            │ MT           │ Fully Paid    │    1         │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 117 │ OTHER            │ NC           │ Fully Paid    │    1         │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 118 │ OTHER            │ NJ           │ Fully Paid    │    0.666667  │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 119 │ OTHER            │ NJ           │ Charged Off   │    0.333333  │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 120 │ OTHER            │ NV           │ Fully Paid    │    1         │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 121 │ OTHER            │ NY           │ Fully Paid    │    0.833333  │       5 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 122 │ OTHER            │ NY           │ Charged Off   │    0.166667  │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 123 │ OTHER            │ OH           │ Fully Paid    │    1         │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 124 │ OTHER            │ PA           │ Charged Off   │    1         │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 125 │ OTHER            │ RI           │ Fully Paid    │    1         │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 126 │ OTHER            │ SC           │ Fully Paid    │    1         │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 127 │ OTHER            │ TX           │ Fully Paid    │    0.8       │       4 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 128 │ OTHER            │ TX           │ Charged Off   │    0.2       │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 129 │ OTHER            │ VA           │ Fully Paid    │    0.833333  │       5 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 130 │ OTHER            │ VA           │ Charged Off   │    0.166667  │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 131 │ OTHER            │ VT           │ Fully Paid    │    1         │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 132 │ OTHER            │ WI           │ Fully Paid    │    1         │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 133 │ OWN              │ AK           │ Fully Paid    │    0.833333  │       5 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 134 │ OWN              │ AK           │ Charged Off   │    0.166667  │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 135 │ OWN              │ AL           │ Fully Paid    │    0.827586  │      48 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 136 │ OWN              │ AL           │ Charged Off   │    0.172414  │      10 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 137 │ OWN              │ AR           │ Fully Paid    │    0.88      │      22 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 138 │ OWN              │ AR           │ Charged Off   │    0.12      │       3 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 139 │ OWN              │ AZ           │ Fully Paid    │    0.880952  │      37 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 140 │ OWN              │ AZ           │ Charged Off   │    0.119048  │       5 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 141 │ OWN              │ CA           │ Fully Paid    │    0.816384  │     289 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 142 │ OWN              │ CA           │ Charged Off   │    0.183616  │      65 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 143 │ OWN              │ CO           │ Fully Paid    │    0.866667  │      26 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 144 │ OWN              │ CO           │ Charged Off   │    0.133333  │       4 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 145 │ OWN              │ CT           │ Fully Paid    │    0.867925  │      46 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 146 │ OWN              │ CT           │ Charged Off   │    0.132075  │       7 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 147 │ OWN              │ DC           │ Fully Paid    │    1         │      10 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 148 │ OWN              │ DE           │ Fully Paid    │    1         │      10 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 149 │ OWN              │ FL           │ Fully Paid    │    0.792208  │     183 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 150 │ OWN              │ FL           │ Charged Off   │    0.207792  │      48 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 151 │ OWN              │ GA           │ Fully Paid    │    0.858824  │      73 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 152 │ OWN              │ GA           │ Charged Off   │    0.141176  │      12 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 153 │ OWN              │ HI           │ Fully Paid    │    0.769231  │      10 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 154 │ OWN              │ HI           │ Charged Off   │    0.230769  │       3 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 155 │ OWN              │ IA           │ Fully Paid    │    1         │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 156 │ OWN              │ ID           │ Fully Paid    │    1         │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 157 │ OWN              │ IL           │ Fully Paid    │    0.870968  │      81 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 158 │ OWN              │ IL           │ Charged Off   │    0.129032  │      12 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 159 │ OWN              │ KS           │ Fully Paid    │    0.925926  │      25 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 160 │ OWN              │ KS           │ Charged Off   │    0.0740741 │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 161 │ OWN              │ KY           │ Fully Paid    │    0.814815  │      22 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 162 │ OWN              │ KY           │ Charged Off   │    0.185185  │       5 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 163 │ OWN              │ LA           │ Fully Paid    │    0.869565  │      40 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 164 │ OWN              │ LA           │ Charged Off   │    0.130435  │       6 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 165 │ OWN              │ MA           │ Fully Paid    │    0.808219  │      59 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 166 │ OWN              │ MA           │ Charged Off   │    0.191781  │      14 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 167 │ OWN              │ MD           │ Fully Paid    │    0.779661  │      46 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 168 │ OWN              │ MD           │ Charged Off   │    0.220339  │      13 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 169 │ OWN              │ MI           │ Fully Paid    │    0.885246  │      54 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 170 │ OWN              │ MI           │ Charged Off   │    0.114754  │       7 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 171 │ OWN              │ MN           │ Fully Paid    │    0.891892  │      33 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 172 │ OWN              │ MN           │ Charged Off   │    0.108108  │       4 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 173 │ OWN              │ MO           │ Fully Paid    │    0.857143  │      42 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 174 │ OWN              │ MO           │ Charged Off   │    0.142857  │       7 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 175 │ OWN              │ MS           │ Fully Paid    │    1         │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 176 │ OWN              │ MT           │ Fully Paid    │    0.8       │       8 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 177 │ OWN              │ MT           │ Charged Off   │    0.2       │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 178 │ OWN              │ NC           │ Fully Paid    │    0.862745  │      44 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 179 │ OWN              │ NC           │ Charged Off   │    0.137255  │       7 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 180 │ OWN              │ NH           │ Fully Paid    │    1         │      15 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 181 │ OWN              │ NJ           │ Fully Paid    │    0.858065  │     133 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 182 │ OWN              │ NJ           │ Charged Off   │    0.141935  │      22 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 183 │ OWN              │ NM           │ Fully Paid    │    0.9       │      18 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 184 │ OWN              │ NM           │ Charged Off   │    0.1       │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 185 │ OWN              │ NV           │ Fully Paid    │    0.722222  │      13 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 186 │ OWN              │ NV           │ Charged Off   │    0.277778  │       5 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 187 │ OWN              │ NY           │ Fully Paid    │    0.862876  │     258 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 188 │ OWN              │ NY           │ Charged Off   │    0.137124  │      41 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 189 │ OWN              │ OH           │ Fully Paid    │    0.877778  │      79 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 190 │ OWN              │ OH           │ Charged Off   │    0.122222  │      11 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 191 │ OWN              │ OK           │ Fully Paid    │    0.916667  │      22 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 192 │ OWN              │ OK           │ Charged Off   │    0.0833333 │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 193 │ OWN              │ OR           │ Fully Paid    │    0.785714  │      11 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 194 │ OWN              │ OR           │ Charged Off   │    0.214286  │       3 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 195 │ OWN              │ PA           │ Fully Paid    │    0.889706  │     121 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 196 │ OWN              │ PA           │ Charged Off   │    0.110294  │      15 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 197 │ OWN              │ RI           │ Fully Paid    │    0.9       │       9 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 198 │ OWN              │ RI           │ Charged Off   │    0.1       │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 199 │ OWN              │ SC           │ Fully Paid    │    0.891304  │      41 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 200 │ OWN              │ SC           │ Charged Off   │    0.108696  │       5 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 201 │ OWN              │ SD           │ Fully Paid    │    1         │       4 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 202 │ OWN              │ TN           │ Fully Paid    │    1         │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 203 │ OWN              │ TX           │ Fully Paid    │    0.86383   │     203 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 204 │ OWN              │ TX           │ Charged Off   │    0.13617   │      32 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 205 │ OWN              │ UT           │ Fully Paid    │    0.8       │       4 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 206 │ OWN              │ UT           │ Charged Off   │    0.2       │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 207 │ OWN              │ VA           │ Fully Paid    │    0.855263  │      65 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 208 │ OWN              │ VA           │ Charged Off   │    0.144737  │      11 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 209 │ OWN              │ VT           │ Fully Paid    │    1         │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 210 │ OWN              │ WA           │ Fully Paid    │    0.9       │      27 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 211 │ OWN              │ WA           │ Charged Off   │    0.1       │       3 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 212 │ OWN              │ WI           │ Fully Paid    │    0.857143  │      18 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 213 │ OWN              │ WI           │ Charged Off   │    0.142857  │       3 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 214 │ OWN              │ WV           │ Fully Paid    │    0.772727  │      17 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 215 │ OWN              │ WV           │ Charged Off   │    0.227273  │       5 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 216 │ OWN              │ WY           │ Fully Paid    │    0.857143  │       6 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 217 │ OWN              │ WY           │ Charged Off   │    0.142857  │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 218 │ RENT             │ AK           │ Fully Paid    │    0.791667  │      19 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 219 │ RENT             │ AK           │ Charged Off   │    0.208333  │       5 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 220 │ RENT             │ AL           │ Fully Paid    │    0.831461  │      74 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 221 │ RENT             │ AL           │ Charged Off   │    0.168539  │      15 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 222 │ RENT             │ AR           │ Fully Paid    │    0.814815  │      44 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 223 │ RENT             │ AR           │ Charged Off   │    0.185185  │      10 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 224 │ RENT             │ AZ           │ Fully Paid    │    0.825658  │     251 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 225 │ RENT             │ AZ           │ Charged Off   │    0.174342  │      53 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 226 │ RENT             │ CA           │ Fully Paid    │    0.837503  │    3381 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 227 │ RENT             │ CA           │ Charged Off   │    0.162497  │     656 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 228 │ RENT             │ CO           │ Fully Paid    │    0.865443  │     283 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 229 │ RENT             │ CO           │ Charged Off   │    0.134557  │      44 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 230 │ RENT             │ CT           │ Fully Paid    │    0.873786  │     270 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 231 │ RENT             │ CT           │ Charged Off   │    0.126214  │      39 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 232 │ RENT             │ DC           │ Fully Paid    │    0.912     │     114 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 233 │ RENT             │ DC           │ Charged Off   │    0.088     │      11 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 234 │ RENT             │ DE           │ Fully Paid    │    0.888889  │      32 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 235 │ RENT             │ DE           │ Charged Off   │    0.111111  │       4 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 236 │ RENT             │ FL           │ Fully Paid    │    0.817399  │     949 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 237 │ RENT             │ FL           │ Charged Off   │    0.182601  │     212 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 238 │ RENT             │ GA           │ Fully Paid    │    0.829327  │     345 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 239 │ RENT             │ GA           │ Charged Off   │    0.170673  │      71 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 240 │ RENT             │ HI           │ Fully Paid    │    0.805825  │      83 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 241 │ RENT             │ HI           │ Charged Off   │    0.194175  │      20 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 242 │ RENT             │ IA           │ Fully Paid    │    1         │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 243 │ RENT             │ ID           │ Charged Off   │    0.5       │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 244 │ RENT             │ ID           │ Fully Paid    │    0.5       │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 245 │ RENT             │ IL           │ Fully Paid    │    0.870968  │     540 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 246 │ RENT             │ IL           │ Charged Off   │    0.129032  │      80 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 247 │ RENT             │ IN           │ Fully Paid    │    1         │       5 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 248 │ RENT             │ KS           │ Fully Paid    │    0.853659  │      70 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 249 │ RENT             │ KS           │ Charged Off   │    0.146341  │      12 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 250 │ RENT             │ KY           │ Fully Paid    │    0.821429  │      69 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 251 │ RENT             │ KY           │ Charged Off   │    0.178571  │      15 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 252 │ RENT             │ LA           │ Fully Paid    │    0.865248  │     122 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 253 │ RENT             │ LA           │ Charged Off   │    0.134752  │      19 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 254 │ RENT             │ MA           │ Fully Paid    │    0.877581  │     595 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 255 │ RENT             │ MA           │ Charged Off   │    0.122419  │      83 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 256 │ RENT             │ MD           │ Fully Paid    │    0.835955  │     372 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 257 │ RENT             │ MD           │ Charged Off   │    0.164045  │      73 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 258 │ RENT             │ ME           │ Fully Paid    │    1         │       3 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 259 │ RENT             │ MI           │ Fully Paid    │    0.869565  │     160 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 260 │ RENT             │ MI           │ Charged Off   │    0.130435  │      24 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 261 │ RENT             │ MN           │ Fully Paid    │    0.857143  │     192 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 262 │ RENT             │ MN           │ Charged Off   │    0.142857  │      32 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 263 │ RENT             │ MO           │ Fully Paid    │    0.766839  │     148 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 264 │ RENT             │ MO           │ Charged Off   │    0.233161  │      45 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 265 │ RENT             │ MS           │ Fully Paid    │    0.875     │       7 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 266 │ RENT             │ MS           │ Charged Off   │    0.125     │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 267 │ RENT             │ MT           │ Fully Paid    │    0.935484  │      29 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 268 │ RENT             │ MT           │ Charged Off   │    0.0645161 │       2 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 269 │ RENT             │ NC           │ Fully Paid    │    0.826087  │     209 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 270 │ RENT             │ NC           │ Charged Off   │    0.173913  │      44 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 271 │ RENT             │ NE           │ Charged Off   │    0.5       │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 272 │ RENT             │ NE           │ Fully Paid    │    0.5       │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 273 │ RENT             │ NH           │ Fully Paid    │    0.885246  │      54 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 274 │ RENT             │ NH           │ Charged Off   │    0.114754  │       7 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 275 │ RENT             │ NJ           │ Fully Paid    │    0.829374  │     768 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 276 │ RENT             │ NJ           │ Charged Off   │    0.170626  │     158 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 277 │ RENT             │ NM           │ Fully Paid    │    0.822581  │      51 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 278 │ RENT             │ NM           │ Charged Off   │    0.177419  │      11 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 279 │ RENT             │ NV           │ Fully Paid    │    0.761658  │     147 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 280 │ RENT             │ NV           │ Charged Off   │    0.238342  │      46 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 281 │ RENT             │ NY           │ Fully Paid    │    0.870153  │    1997 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 282 │ RENT             │ NY           │ Charged Off   │    0.129847  │     298 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 283 │ RENT             │ OH           │ Fully Paid    │    0.861244  │     360 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 284 │ RENT             │ OH           │ Charged Off   │    0.138756  │      58 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 285 │ RENT             │ OK           │ Fully Paid    │    0.802632  │      61 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 286 │ RENT             │ OK           │ Charged Off   │    0.197368  │      15 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 287 │ RENT             │ OR           │ Fully Paid    │    0.815126  │     194 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 288 │ RENT             │ OR           │ Charged Off   │    0.184874  │      44 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 289 │ RENT             │ PA           │ Fully Paid    │    0.876206  │     545 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 290 │ RENT             │ PA           │ Charged Off   │    0.123794  │      77 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 291 │ RENT             │ RI           │ Fully Paid    │    0.875     │      70 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 292 │ RENT             │ RI           │ Charged Off   │    0.125     │      10 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 293 │ RENT             │ SC           │ Fully Paid    │    0.852713  │     110 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 294 │ RENT             │ SC           │ Charged Off   │    0.147287  │      19 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 295 │ RENT             │ SD           │ Fully Paid    │    0.722222  │      13 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 296 │ RENT             │ SD           │ Charged Off   │    0.277778  │       5 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 297 │ RENT             │ TN           │ Fully Paid    │    0.875     │       7 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 298 │ RENT             │ TN           │ Charged Off   │    0.125     │       1 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 299 │ RENT             │ TX           │ Fully Paid    │    0.877506  │     788 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 300 │ RENT             │ TX           │ Charged Off   │    0.122494  │     110 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 301 │ RENT             │ UT           │ Fully Paid    │    0.788889  │      71 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 302 │ RENT             │ UT           │ Charged Off   │    0.211111  │      19 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 303 │ RENT             │ VA           │ Fully Paid    │    0.888316  │     517 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 304 │ RENT             │ VA           │ Charged Off   │    0.111684  │      65 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 305 │ RENT             │ VT           │ Fully Paid    │    0.88      │      22 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 306 │ RENT             │ VT           │ Charged Off   │    0.12      │       3 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 307 │ RENT             │ WA           │ Fully Paid    │    0.85258   │     347 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 308 │ RENT             │ WA           │ Charged Off   │    0.14742   │      60 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 309 │ RENT             │ WI           │ Fully Paid    │    0.87027   │     161 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 310 │ RENT             │ WI           │ Charged Off   │    0.12973   │      24 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 311 │ RENT             │ WV           │ Fully Paid    │    0.916667  │      44 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 312 │ RENT             │ WV           │ Charged Off   │    0.0833333 │       4 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 313 │ RENT             │ WY           │ Fully Paid    │    0.961538  │      25 │
├─────┼──────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 314 │ RENT             │ WY           │ Charged Off   │    0.0384615 │       1 │
╘═════╧══════════════════╧══════════════╧═══════════════╧══════════════╧═════════╛

Inference

Home Ownership categories Rent & Mortgage and State CA have a higher chance of default:

Home Ownership State Percent
Rent CA 16.25
Mortgage CA 15.33

Note => Percent is the percentage of default in the occurence of the corresponding combinations.

Purpose by Others

State

In [133]:
bivariate_categorical("loan_status", "purpose", "addr_state")
<matplotlib.figure.Figure at 0x11b9f7470>
╒══════╤════════════════════╤══════════════╤═══════════════╤══════════════╤═════════╕
│      │ purpose            │ addr_state   │ loan_status   │   percent(%) │   count │
╞══════╪════════════════════╪══════════════╪═══════════════╪══════════════╪═════════╡
│    0 │ car                │ AK           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│    1 │ car                │ AL           │ Fully Paid    │    0.947368  │      18 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│    2 │ car                │ AL           │ Charged Off   │    0.0526316 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│    3 │ car                │ AR           │ Fully Paid    │    0.8125    │      13 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│    4 │ car                │ AR           │ Charged Off   │    0.1875    │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│    5 │ car                │ AZ           │ Fully Paid    │    0.866667  │      26 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│    6 │ car                │ AZ           │ Charged Off   │    0.133333  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│    7 │ car                │ CA           │ Fully Paid    │    0.880597  │     177 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│    8 │ car                │ CA           │ Charged Off   │    0.119403  │      24 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│    9 │ car                │ CO           │ Fully Paid    │    0.925926  │      25 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   10 │ car                │ CO           │ Charged Off   │    0.0740741 │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   11 │ car                │ CT           │ Fully Paid    │    0.892857  │      25 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   12 │ car                │ CT           │ Charged Off   │    0.107143  │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   13 │ car                │ DC           │ Fully Paid    │    1         │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   14 │ car                │ DE           │ Fully Paid    │    1         │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   15 │ car                │ FL           │ Fully Paid    │    0.848485  │      84 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   16 │ car                │ FL           │ Charged Off   │    0.151515  │      15 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   17 │ car                │ GA           │ Fully Paid    │    0.844828  │      49 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   18 │ car                │ GA           │ Charged Off   │    0.155172  │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   19 │ car                │ HI           │ Fully Paid    │    0.8       │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   20 │ car                │ HI           │ Charged Off   │    0.2       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   21 │ car                │ IL           │ Fully Paid    │    0.897959  │      44 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   22 │ car                │ IL           │ Charged Off   │    0.102041  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   23 │ car                │ KS           │ Fully Paid    │    0.888889  │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   24 │ car                │ KS           │ Charged Off   │    0.111111  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   25 │ car                │ KY           │ Fully Paid    │    0.846154  │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   26 │ car                │ KY           │ Charged Off   │    0.153846  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   27 │ car                │ LA           │ Fully Paid    │    0.789474  │      15 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   28 │ car                │ LA           │ Charged Off   │    0.210526  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   29 │ car                │ MA           │ Fully Paid    │    0.923077  │      36 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   30 │ car                │ MA           │ Charged Off   │    0.0769231 │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   31 │ car                │ MD           │ Fully Paid    │    0.878049  │      36 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   32 │ car                │ MD           │ Charged Off   │    0.121951  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   33 │ car                │ MI           │ Fully Paid    │    0.878788  │      29 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   34 │ car                │ MI           │ Charged Off   │    0.121212  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   35 │ car                │ MN           │ Fully Paid    │    0.909091  │      20 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   36 │ car                │ MN           │ Charged Off   │    0.0909091 │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   37 │ car                │ MO           │ Fully Paid    │    0.935484  │      29 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   38 │ car                │ MO           │ Charged Off   │    0.0645161 │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   39 │ car                │ MS           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   40 │ car                │ MT           │ Charged Off   │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   41 │ car                │ MT           │ Fully Paid    │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   42 │ car                │ NC           │ Fully Paid    │    0.931034  │      27 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   43 │ car                │ NC           │ Charged Off   │    0.0689655 │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   44 │ car                │ NH           │ Fully Paid    │    0.75      │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   45 │ car                │ NH           │ Charged Off   │    0.25      │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   46 │ car                │ NJ           │ Fully Paid    │    0.888889  │      40 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   47 │ car                │ NJ           │ Charged Off   │    0.111111  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   48 │ car                │ NM           │ Fully Paid    │    0.857143  │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   49 │ car                │ NM           │ Charged Off   │    0.142857  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   50 │ car                │ NV           │ Fully Paid    │    0.869565  │      20 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   51 │ car                │ NV           │ Charged Off   │    0.130435  │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   52 │ car                │ NY           │ Fully Paid    │    0.907216  │      88 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   53 │ car                │ NY           │ Charged Off   │    0.0927835 │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   54 │ car                │ OH           │ Fully Paid    │    0.868421  │      33 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   55 │ car                │ OH           │ Charged Off   │    0.131579  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   56 │ car                │ OK           │ Fully Paid    │    0.909091  │      10 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   57 │ car                │ OK           │ Charged Off   │    0.0909091 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   58 │ car                │ OR           │ Fully Paid    │    0.941176  │      16 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   59 │ car                │ OR           │ Charged Off   │    0.0588235 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   60 │ car                │ PA           │ Fully Paid    │    0.897059  │      61 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   61 │ car                │ PA           │ Charged Off   │    0.102941  │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   62 │ car                │ RI           │ Fully Paid    │    0.75      │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   63 │ car                │ RI           │ Charged Off   │    0.25      │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   64 │ car                │ SC           │ Fully Paid    │    0.952381  │      20 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   65 │ car                │ SC           │ Charged Off   │    0.047619  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   66 │ car                │ SD           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   67 │ car                │ TN           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   68 │ car                │ TX           │ Fully Paid    │    0.894231  │      93 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   69 │ car                │ TX           │ Charged Off   │    0.105769  │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   70 │ car                │ UT           │ Fully Paid    │    0.888889  │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   71 │ car                │ UT           │ Charged Off   │    0.111111  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   72 │ car                │ VA           │ Fully Paid    │    0.942308  │      49 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   73 │ car                │ VA           │ Charged Off   │    0.0576923 │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   74 │ car                │ VT           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   75 │ car                │ WA           │ Fully Paid    │    0.866667  │      26 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   76 │ car                │ WA           │ Charged Off   │    0.133333  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   77 │ car                │ WI           │ Fully Paid    │    1         │      18 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   78 │ car                │ WV           │ Fully Paid    │    1         │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   79 │ car                │ WY           │ Fully Paid    │    1         │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   80 │ credit_card        │ AK           │ Fully Paid    │    0.666667  │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   81 │ credit_card        │ AK           │ Charged Off   │    0.333333  │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   82 │ credit_card        │ AL           │ Fully Paid    │    0.85      │      34 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   83 │ credit_card        │ AL           │ Charged Off   │    0.15      │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   84 │ credit_card        │ AR           │ Fully Paid    │    0.92      │      23 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   85 │ credit_card        │ AR           │ Charged Off   │    0.08      │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   86 │ credit_card        │ AZ           │ Fully Paid    │    0.87619   │      92 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   87 │ credit_card        │ AZ           │ Charged Off   │    0.12381   │      13 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   88 │ credit_card        │ CA           │ Fully Paid    │    0.875     │     763 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   89 │ credit_card        │ CA           │ Charged Off   │    0.125     │     109 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   90 │ credit_card        │ CO           │ Fully Paid    │    0.934579  │     100 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   91 │ credit_card        │ CO           │ Charged Off   │    0.0654206 │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   92 │ credit_card        │ CT           │ Fully Paid    │    0.865672  │      58 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   93 │ credit_card        │ CT           │ Charged Off   │    0.134328  │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   94 │ credit_card        │ DC           │ Fully Paid    │    0.939394  │      31 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   95 │ credit_card        │ DC           │ Charged Off   │    0.0606061 │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   96 │ credit_card        │ DE           │ Fully Paid    │    0.727273  │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   97 │ credit_card        │ DE           │ Charged Off   │    0.272727  │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   98 │ credit_card        │ FL           │ Fully Paid    │    0.853571  │     239 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│   99 │ credit_card        │ FL           │ Charged Off   │    0.146429  │      41 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  100 │ credit_card        │ GA           │ Fully Paid    │    0.909836  │     111 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  101 │ credit_card        │ GA           │ Charged Off   │    0.0901639 │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  102 │ credit_card        │ HI           │ Fully Paid    │    0.928571  │      13 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  103 │ credit_card        │ HI           │ Charged Off   │    0.0714286 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  104 │ credit_card        │ ID           │ Charged Off   │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  105 │ credit_card        │ ID           │ Fully Paid    │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  106 │ credit_card        │ IL           │ Fully Paid    │    0.881443  │     171 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  107 │ credit_card        │ IL           │ Charged Off   │    0.118557  │      23 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  108 │ credit_card        │ IN           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  109 │ credit_card        │ KS           │ Fully Paid    │    0.866667  │      26 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  110 │ credit_card        │ KS           │ Charged Off   │    0.133333  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  111 │ credit_card        │ KY           │ Fully Paid    │    1         │      28 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  112 │ credit_card        │ LA           │ Fully Paid    │    0.934783  │      43 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  113 │ credit_card        │ LA           │ Charged Off   │    0.0652174 │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  114 │ credit_card        │ MA           │ Fully Paid    │    0.912     │     114 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  115 │ credit_card        │ MA           │ Charged Off   │    0.088     │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  116 │ credit_card        │ MD           │ Fully Paid    │    0.922222  │      83 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  117 │ credit_card        │ MD           │ Charged Off   │    0.0777778 │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  118 │ credit_card        │ ME           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  119 │ credit_card        │ MI           │ Fully Paid    │    0.964912  │      55 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  120 │ credit_card        │ MI           │ Charged Off   │    0.0350877 │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  121 │ credit_card        │ MN           │ Fully Paid    │    0.890244  │      73 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  122 │ credit_card        │ MN           │ Charged Off   │    0.109756  │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  123 │ credit_card        │ MO           │ Fully Paid    │    0.897436  │      70 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  124 │ credit_card        │ MO           │ Charged Off   │    0.102564  │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  125 │ credit_card        │ MS           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  126 │ credit_card        │ MT           │ Fully Paid    │    1         │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  127 │ credit_card        │ NC           │ Fully Paid    │    0.953125  │      61 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  128 │ credit_card        │ NC           │ Charged Off   │    0.046875  │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  129 │ credit_card        │ NH           │ Fully Paid    │    0.818182  │      18 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  130 │ credit_card        │ NH           │ Charged Off   │    0.181818  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  131 │ credit_card        │ NJ           │ Fully Paid    │    0.916667  │     154 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  132 │ credit_card        │ NJ           │ Charged Off   │    0.0833333 │      14 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  133 │ credit_card        │ NM           │ Fully Paid    │    0.866667  │      13 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  134 │ credit_card        │ NM           │ Charged Off   │    0.133333  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  135 │ credit_card        │ NV           │ Fully Paid    │    0.781818  │      43 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  136 │ credit_card        │ NV           │ Charged Off   │    0.218182  │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  137 │ credit_card        │ NY           │ Fully Paid    │    0.89372   │     370 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  138 │ credit_card        │ NY           │ Charged Off   │    0.10628   │      44 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  139 │ credit_card        │ OH           │ Fully Paid    │    0.91791   │     123 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  140 │ credit_card        │ OH           │ Charged Off   │    0.0820896 │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  141 │ credit_card        │ OK           │ Fully Paid    │    0.931034  │      27 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  142 │ credit_card        │ OK           │ Charged Off   │    0.0689655 │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  143 │ credit_card        │ OR           │ Fully Paid    │    0.901961  │      46 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  144 │ credit_card        │ OR           │ Charged Off   │    0.0980392 │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  145 │ credit_card        │ PA           │ Fully Paid    │    0.922535  │     131 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  146 │ credit_card        │ PA           │ Charged Off   │    0.0774648 │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  147 │ credit_card        │ RI           │ Fully Paid    │    0.913043  │      21 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  148 │ credit_card        │ RI           │ Charged Off   │    0.0869565 │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  149 │ credit_card        │ SC           │ Fully Paid    │    1         │      30 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  150 │ credit_card        │ SD           │ Fully Paid    │    0.75      │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  151 │ credit_card        │ SD           │ Charged Off   │    0.25      │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  152 │ credit_card        │ TN           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  153 │ credit_card        │ TX           │ Fully Paid    │    0.933333  │     294 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  154 │ credit_card        │ TX           │ Charged Off   │    0.0666667 │      21 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  155 │ credit_card        │ UT           │ Fully Paid    │    0.90625   │      29 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  156 │ credit_card        │ UT           │ Charged Off   │    0.09375   │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  157 │ credit_card        │ VA           │ Fully Paid    │    0.93617   │     132 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  158 │ credit_card        │ VA           │ Charged Off   │    0.0638298 │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  159 │ credit_card        │ VT           │ Fully Paid    │    1         │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  160 │ credit_card        │ WA           │ Fully Paid    │    0.858586  │      85 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  161 │ credit_card        │ WA           │ Charged Off   │    0.141414  │      14 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  162 │ credit_card        │ WI           │ Fully Paid    │    0.885246  │      54 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  163 │ credit_card        │ WI           │ Charged Off   │    0.114754  │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  164 │ credit_card        │ WV           │ Fully Paid    │    0.857143  │      18 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  165 │ credit_card        │ WV           │ Charged Off   │    0.142857  │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  166 │ credit_card        │ WY           │ Fully Paid    │    1         │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  167 │ debt_consolidation │ AK           │ Fully Paid    │    0.791667  │      19 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  168 │ debt_consolidation │ AK           │ Charged Off   │    0.208333  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  169 │ debt_consolidation │ AL           │ Fully Paid    │    0.882653  │     173 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  170 │ debt_consolidation │ AL           │ Charged Off   │    0.117347  │      23 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  171 │ debt_consolidation │ AR           │ Fully Paid    │    0.925532  │      87 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  172 │ debt_consolidation │ AR           │ Charged Off   │    0.0744681 │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  173 │ debt_consolidation │ AZ           │ Fully Paid    │    0.832808  │     264 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  174 │ debt_consolidation │ AZ           │ Charged Off   │    0.167192  │      53 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  175 │ debt_consolidation │ CA           │ Fully Paid    │    0.839523  │    2464 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  176 │ debt_consolidation │ CA           │ Charged Off   │    0.160477  │     471 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  177 │ debt_consolidation │ CO           │ Fully Paid    │    0.855856  │     285 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  178 │ debt_consolidation │ CO           │ Charged Off   │    0.144144  │      48 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  179 │ debt_consolidation │ CT           │ Fully Paid    │    0.854545  │     235 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  180 │ debt_consolidation │ CT           │ Charged Off   │    0.145455  │      40 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  181 │ debt_consolidation │ DC           │ Fully Paid    │    0.935484  │      87 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  182 │ debt_consolidation │ DC           │ Charged Off   │    0.0645161 │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  183 │ debt_consolidation │ DE           │ Fully Paid    │    0.95122   │      39 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  184 │ debt_consolidation │ DE           │ Charged Off   │    0.0487805 │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  185 │ debt_consolidation │ FL           │ Fully Paid    │    0.812614  │     889 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  186 │ debt_consolidation │ FL           │ Charged Off   │    0.187386  │     205 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  187 │ debt_consolidation │ GA           │ Fully Paid    │    0.854932  │     442 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  188 │ debt_consolidation │ GA           │ Charged Off   │    0.145068  │      75 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  189 │ debt_consolidation │ HI           │ Fully Paid    │    0.882353  │      60 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  190 │ debt_consolidation │ HI           │ Charged Off   │    0.117647  │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  191 │ debt_consolidation │ IA           │ Fully Paid    │    1         │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  192 │ debt_consolidation │ ID           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  193 │ debt_consolidation │ IL           │ Fully Paid    │    0.849408  │     502 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  194 │ debt_consolidation │ IL           │ Charged Off   │    0.150592  │      89 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  195 │ debt_consolidation │ IN           │ Fully Paid    │    1         │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  196 │ debt_consolidation │ KS           │ Fully Paid    │    0.908257  │      99 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  197 │ debt_consolidation │ KS           │ Charged Off   │    0.0917431 │      10 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  198 │ debt_consolidation │ KY           │ Fully Paid    │    0.811594  │     112 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  199 │ debt_consolidation │ KY           │ Charged Off   │    0.188406  │      26 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  200 │ debt_consolidation │ LA           │ Fully Paid    │    0.899371  │     143 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  201 │ debt_consolidation │ LA           │ Charged Off   │    0.100629  │      16 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  202 │ debt_consolidation │ MA           │ Fully Paid    │    0.887097  │     495 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  203 │ debt_consolidation │ MA           │ Charged Off   │    0.112903  │      63 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  204 │ debt_consolidation │ MD           │ Fully Paid    │    0.817308  │     340 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  205 │ debt_consolidation │ MD           │ Charged Off   │    0.182692  │      76 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  206 │ debt_consolidation │ MI           │ Fully Paid    │    0.844898  │     207 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  207 │ debt_consolidation │ MI           │ Charged Off   │    0.155102  │      38 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  208 │ debt_consolidation │ MN           │ Fully Paid    │    0.865613  │     219 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  209 │ debt_consolidation │ MN           │ Charged Off   │    0.134387  │      34 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  210 │ debt_consolidation │ MO           │ Fully Paid    │    0.81457   │     246 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  211 │ debt_consolidation │ MO           │ Charged Off   │    0.18543   │      56 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  212 │ debt_consolidation │ MS           │ Fully Paid    │    0.8       │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  213 │ debt_consolidation │ MS           │ Charged Off   │    0.2       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  214 │ debt_consolidation │ MT           │ Fully Paid    │    0.857143  │      24 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  215 │ debt_consolidation │ MT           │ Charged Off   │    0.142857  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  216 │ debt_consolidation │ NC           │ Fully Paid    │    0.804416  │     255 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  217 │ debt_consolidation │ NC           │ Charged Off   │    0.195584  │      62 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  218 │ debt_consolidation │ NE           │ Charged Off   │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  219 │ debt_consolidation │ NE           │ Fully Paid    │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  220 │ debt_consolidation │ NH           │ Fully Paid    │    0.837838  │      62 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  221 │ debt_consolidation │ NH           │ Charged Off   │    0.162162  │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  222 │ debt_consolidation │ NJ           │ Fully Paid    │    0.827451  │     633 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  223 │ debt_consolidation │ NJ           │ Charged Off   │    0.172549  │     132 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  224 │ debt_consolidation │ NM           │ Fully Paid    │    0.793478  │      73 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  225 │ debt_consolidation │ NM           │ Charged Off   │    0.206522  │      19 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  226 │ debt_consolidation │ NV           │ Fully Paid    │    0.775281  │     138 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  227 │ debt_consolidation │ NV           │ Charged Off   │    0.224719  │      40 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  228 │ debt_consolidation │ NY           │ Fully Paid    │    0.860077  │    1340 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  229 │ debt_consolidation │ NY           │ Charged Off   │    0.139923  │     218 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  230 │ debt_consolidation │ OH           │ Fully Paid    │    0.855131  │     425 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  231 │ debt_consolidation │ OH           │ Charged Off   │    0.144869  │      72 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  232 │ debt_consolidation │ OK           │ Fully Paid    │    0.794643  │      89 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  233 │ debt_consolidation │ OK           │ Charged Off   │    0.205357  │      23 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  234 │ debt_consolidation │ OR           │ Fully Paid    │    0.831776  │     178 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  235 │ debt_consolidation │ OR           │ Charged Off   │    0.168224  │      36 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  236 │ debt_consolidation │ PA           │ Fully Paid    │    0.881356  │     520 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  237 │ debt_consolidation │ PA           │ Charged Off   │    0.118644  │      70 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  238 │ debt_consolidation │ RI           │ Fully Paid    │    0.835294  │      71 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  239 │ debt_consolidation │ RI           │ Charged Off   │    0.164706  │      14 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  240 │ debt_consolidation │ SC           │ Fully Paid    │    0.823171  │     135 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  241 │ debt_consolidation │ SC           │ Charged Off   │    0.176829  │      29 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  242 │ debt_consolidation │ SD           │ Fully Paid    │    0.807692  │      21 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  243 │ debt_consolidation │ SD           │ Charged Off   │    0.192308  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  244 │ debt_consolidation │ TN           │ Fully Paid    │    0.75      │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  245 │ debt_consolidation │ TN           │ Charged Off   │    0.25      │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  246 │ debt_consolidation │ TX           │ Fully Paid    │    0.88666   │     884 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  247 │ debt_consolidation │ TX           │ Charged Off   │    0.11334   │     113 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  248 │ debt_consolidation │ UT           │ Fully Paid    │    0.873786  │      90 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  249 │ debt_consolidation │ UT           │ Charged Off   │    0.126214  │      13 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  250 │ debt_consolidation │ VA           │ Fully Paid    │    0.876543  │     497 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  251 │ debt_consolidation │ VA           │ Charged Off   │    0.123457  │      70 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  252 │ debt_consolidation │ VT           │ Fully Paid    │    0.8       │      20 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  253 │ debt_consolidation │ VT           │ Charged Off   │    0.2       │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  254 │ debt_consolidation │ WA           │ Fully Paid    │    0.836676  │     292 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  255 │ debt_consolidation │ WA           │ Charged Off   │    0.163324  │      57 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  256 │ debt_consolidation │ WI           │ Fully Paid    │    0.846995  │     155 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  257 │ debt_consolidation │ WI           │ Charged Off   │    0.153005  │      28 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  258 │ debt_consolidation │ WV           │ Fully Paid    │    0.888889  │      72 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  259 │ debt_consolidation │ WV           │ Charged Off   │    0.111111  │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  260 │ debt_consolidation │ WY           │ Fully Paid    │    0.969697  │      32 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  261 │ debt_consolidation │ WY           │ Charged Off   │    0.030303  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  262 │ educational        │ AL           │ Fully Paid    │    1         │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  263 │ educational        │ AR           │ Charged Off   │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  264 │ educational        │ AR           │ Fully Paid    │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  265 │ educational        │ AZ           │ Fully Paid    │    0.571429  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  266 │ educational        │ AZ           │ Charged Off   │    0.428571  │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  267 │ educational        │ CA           │ Fully Paid    │    0.775     │      31 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  268 │ educational        │ CA           │ Charged Off   │    0.225     │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  269 │ educational        │ CO           │ Fully Paid    │    0.75      │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  270 │ educational        │ CO           │ Charged Off   │    0.25      │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  271 │ educational        │ CT           │ Fully Paid    │    1         │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  272 │ educational        │ FL           │ Fully Paid    │    0.692308  │      18 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  273 │ educational        │ FL           │ Charged Off   │    0.307692  │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  274 │ educational        │ GA           │ Fully Paid    │    0.777778  │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  275 │ educational        │ GA           │ Charged Off   │    0.222222  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  276 │ educational        │ HI           │ Fully Paid    │    0.75      │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  277 │ educational        │ HI           │ Charged Off   │    0.25      │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  278 │ educational        │ IL           │ Fully Paid    │    0.923077  │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  279 │ educational        │ IL           │ Charged Off   │    0.0769231 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  280 │ educational        │ KS           │ Charged Off   │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  281 │ educational        │ KS           │ Fully Paid    │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  282 │ educational        │ KY           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  283 │ educational        │ LA           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  284 │ educational        │ MA           │ Fully Paid    │    0.916667  │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  285 │ educational        │ MA           │ Charged Off   │    0.0833333 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  286 │ educational        │ MD           │ Fully Paid    │    0.714286  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  287 │ educational        │ MD           │ Charged Off   │    0.285714  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  288 │ educational        │ MI           │ Fully Paid    │    0.888889  │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  289 │ educational        │ MI           │ Charged Off   │    0.111111  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  290 │ educational        │ MN           │ Fully Paid    │    1         │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  291 │ educational        │ MO           │ Fully Paid    │    0.666667  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  292 │ educational        │ MO           │ Charged Off   │    0.333333  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  293 │ educational        │ MS           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  294 │ educational        │ MT           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  295 │ educational        │ NC           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  296 │ educational        │ NH           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  297 │ educational        │ NJ           │ Fully Paid    │    0.833333  │      15 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  298 │ educational        │ NJ           │ Charged Off   │    0.166667  │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  299 │ educational        │ NM           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  300 │ educational        │ NV           │ Fully Paid    │    0.666667  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  301 │ educational        │ NV           │ Charged Off   │    0.333333  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  302 │ educational        │ NY           │ Fully Paid    │    0.90625   │      29 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  303 │ educational        │ NY           │ Charged Off   │    0.09375   │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  304 │ educational        │ OH           │ Fully Paid    │    0.9375    │      15 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  305 │ educational        │ OH           │ Charged Off   │    0.0625    │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  306 │ educational        │ OK           │ Fully Paid    │    1         │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  307 │ educational        │ OR           │ Fully Paid    │    1         │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  308 │ educational        │ PA           │ Fully Paid    │    1         │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  309 │ educational        │ RI           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  310 │ educational        │ SC           │ Fully Paid    │    0.875     │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  311 │ educational        │ SC           │ Charged Off   │    0.125     │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  312 │ educational        │ TN           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  313 │ educational        │ TX           │ Fully Paid    │    0.666667  │      10 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  314 │ educational        │ TX           │ Charged Off   │    0.333333  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  315 │ educational        │ UT           │ Charged Off   │    0.5       │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  316 │ educational        │ UT           │ Fully Paid    │    0.5       │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  317 │ educational        │ VA           │ Fully Paid    │    0.833333  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  318 │ educational        │ VA           │ Charged Off   │    0.166667  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  319 │ educational        │ WA           │ Fully Paid    │    1         │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  320 │ educational        │ WI           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  321 │ home_improvement   │ AK           │ Fully Paid    │    1         │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  322 │ home_improvement   │ AL           │ Fully Paid    │    0.823529  │      28 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  323 │ home_improvement   │ AL           │ Charged Off   │    0.176471  │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  324 │ home_improvement   │ AR           │ Fully Paid    │    0.904762  │      19 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  325 │ home_improvement   │ AR           │ Charged Off   │    0.0952381 │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  326 │ home_improvement   │ AZ           │ Fully Paid    │    0.981132  │      52 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  327 │ home_improvement   │ AZ           │ Charged Off   │    0.0188679 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  328 │ home_improvement   │ CA           │ Fully Paid    │    0.836177  │     245 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  329 │ home_improvement   │ CA           │ Charged Off   │    0.163823  │      48 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  330 │ home_improvement   │ CO           │ Fully Paid    │    0.864865  │      32 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  331 │ home_improvement   │ CO           │ Charged Off   │    0.135135  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  332 │ home_improvement   │ CT           │ Fully Paid    │    0.859649  │      49 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  333 │ home_improvement   │ CT           │ Charged Off   │    0.140351  │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  334 │ home_improvement   │ DC           │ Fully Paid    │    1         │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  335 │ home_improvement   │ DE           │ Fully Paid    │    1         │      14 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  336 │ home_improvement   │ FL           │ Fully Paid    │    0.825     │     165 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  337 │ home_improvement   │ FL           │ Charged Off   │    0.175     │      35 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  338 │ home_improvement   │ GA           │ Fully Paid    │    0.858586  │      85 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  339 │ home_improvement   │ GA           │ Charged Off   │    0.141414  │      14 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  340 │ home_improvement   │ HI           │ Fully Paid    │    0.818182  │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  341 │ home_improvement   │ HI           │ Charged Off   │    0.181818  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  342 │ home_improvement   │ IL           │ Fully Paid    │    0.8875    │      71 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  343 │ home_improvement   │ IL           │ Charged Off   │    0.1125    │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  344 │ home_improvement   │ KS           │ Fully Paid    │    0.8       │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  345 │ home_improvement   │ KS           │ Charged Off   │    0.2       │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  346 │ home_improvement   │ KY           │ Fully Paid    │    0.956522  │      22 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  347 │ home_improvement   │ KY           │ Charged Off   │    0.0434783 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  348 │ home_improvement   │ LA           │ Fully Paid    │    0.742857  │      26 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  349 │ home_improvement   │ LA           │ Charged Off   │    0.257143  │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  350 │ home_improvement   │ MA           │ Fully Paid    │    0.895349  │      77 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  351 │ home_improvement   │ MA           │ Charged Off   │    0.104651  │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  352 │ home_improvement   │ MD           │ Fully Paid    │    0.949153  │      56 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  353 │ home_improvement   │ MD           │ Charged Off   │    0.0508475 │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  354 │ home_improvement   │ MI           │ Fully Paid    │    0.839286  │      47 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  355 │ home_improvement   │ MI           │ Charged Off   │    0.160714  │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  356 │ home_improvement   │ MN           │ Fully Paid    │    0.875     │      28 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  357 │ home_improvement   │ MN           │ Charged Off   │    0.125     │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  358 │ home_improvement   │ MO           │ Fully Paid    │    0.836735  │      41 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  359 │ home_improvement   │ MO           │ Charged Off   │    0.163265  │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  360 │ home_improvement   │ MS           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  361 │ home_improvement   │ MT           │ Fully Paid    │    0.666667  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  362 │ home_improvement   │ MT           │ Charged Off   │    0.333333  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  363 │ home_improvement   │ NC           │ Fully Paid    │    0.850746  │      57 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  364 │ home_improvement   │ NC           │ Charged Off   │    0.149254  │      10 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  365 │ home_improvement   │ NE           │ Charged Off   │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  366 │ home_improvement   │ NH           │ Fully Paid    │    0.75      │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  367 │ home_improvement   │ NH           │ Charged Off   │    0.25      │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  368 │ home_improvement   │ NJ           │ Fully Paid    │    0.854167  │      82 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  369 │ home_improvement   │ NJ           │ Charged Off   │    0.145833  │      14 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  370 │ home_improvement   │ NM           │ Fully Paid    │    0.75      │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  371 │ home_improvement   │ NM           │ Charged Off   │    0.25      │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  372 │ home_improvement   │ NV           │ Fully Paid    │    0.885714  │      31 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  373 │ home_improvement   │ NV           │ Charged Off   │    0.114286  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  374 │ home_improvement   │ NY           │ Fully Paid    │    0.91716   │     155 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  375 │ home_improvement   │ NY           │ Charged Off   │    0.0828402 │      14 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  376 │ home_improvement   │ OH           │ Fully Paid    │    0.923077  │      84 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  377 │ home_improvement   │ OH           │ Charged Off   │    0.0769231 │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  378 │ home_improvement   │ OK           │ Fully Paid    │    0.9       │      18 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  379 │ home_improvement   │ OK           │ Charged Off   │    0.1       │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  380 │ home_improvement   │ OR           │ Fully Paid    │    0.944444  │      17 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  381 │ home_improvement   │ OR           │ Charged Off   │    0.0555556 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  382 │ home_improvement   │ PA           │ Fully Paid    │    0.899225  │     116 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  383 │ home_improvement   │ PA           │ Charged Off   │    0.100775  │      13 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  384 │ home_improvement   │ RI           │ Fully Paid    │    0.9       │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  385 │ home_improvement   │ RI           │ Charged Off   │    0.1       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  386 │ home_improvement   │ SC           │ Fully Paid    │    0.888889  │      32 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  387 │ home_improvement   │ SC           │ Charged Off   │    0.111111  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  388 │ home_improvement   │ SD           │ Fully Paid    │    1         │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  389 │ home_improvement   │ TN           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  390 │ home_improvement   │ TX           │ Fully Paid    │    0.901163  │     155 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  391 │ home_improvement   │ TX           │ Charged Off   │    0.0988372 │      17 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  392 │ home_improvement   │ UT           │ Fully Paid    │    0.882353  │      15 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  393 │ home_improvement   │ UT           │ Charged Off   │    0.117647  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  394 │ home_improvement   │ VA           │ Fully Paid    │    0.865169  │      77 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  395 │ home_improvement   │ VA           │ Charged Off   │    0.134831  │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  396 │ home_improvement   │ VT           │ Fully Paid    │    1         │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  397 │ home_improvement   │ WA           │ Fully Paid    │    0.95122   │      39 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  398 │ home_improvement   │ WA           │ Charged Off   │    0.0487805 │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  399 │ home_improvement   │ WI           │ Fully Paid    │    0.923077  │      24 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  400 │ home_improvement   │ WI           │ Charged Off   │    0.0769231 │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  401 │ home_improvement   │ WV           │ Fully Paid    │    1         │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  402 │ home_improvement   │ WY           │ Fully Paid    │    0.75      │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  403 │ home_improvement   │ WY           │ Charged Off   │    0.25      │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  404 │ house              │ AL           │ Fully Paid    │    1         │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  405 │ house              │ AR           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  406 │ house              │ AZ           │ Fully Paid    │    0.818182  │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  407 │ house              │ AZ           │ Charged Off   │    0.181818  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  408 │ house              │ CA           │ Fully Paid    │    0.777778  │      42 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  409 │ house              │ CA           │ Charged Off   │    0.222222  │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  410 │ house              │ CO           │ Fully Paid    │    0.909091  │      10 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  411 │ house              │ CO           │ Charged Off   │    0.0909091 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  412 │ house              │ CT           │ Fully Paid    │    0.8       │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  413 │ house              │ CT           │ Charged Off   │    0.2       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  414 │ house              │ DC           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  415 │ house              │ DE           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  416 │ house              │ FL           │ Fully Paid    │    0.885714  │      31 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  417 │ house              │ FL           │ Charged Off   │    0.114286  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  418 │ house              │ GA           │ Fully Paid    │    1         │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  419 │ house              │ IL           │ Fully Paid    │    0.875     │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  420 │ house              │ IL           │ Charged Off   │    0.125     │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  421 │ house              │ KS           │ Fully Paid    │    1         │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  422 │ house              │ KY           │ Charged Off   │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  423 │ house              │ KY           │ Fully Paid    │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  424 │ house              │ LA           │ Fully Paid    │    1         │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  425 │ house              │ MA           │ Fully Paid    │    0.9       │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  426 │ house              │ MA           │ Charged Off   │    0.1       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  427 │ house              │ MD           │ Fully Paid    │    0.888889  │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  428 │ house              │ MD           │ Charged Off   │    0.111111  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  429 │ house              │ MI           │ Fully Paid    │    0.923077  │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  430 │ house              │ MI           │ Charged Off   │    0.0769231 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  431 │ house              │ MN           │ Fully Paid    │    0.8       │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  432 │ house              │ MN           │ Charged Off   │    0.2       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  433 │ house              │ MO           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  434 │ house              │ NC           │ Fully Paid    │    1         │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  435 │ house              │ NJ           │ Fully Paid    │    0.75      │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  436 │ house              │ NJ           │ Charged Off   │    0.25      │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  437 │ house              │ NM           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  438 │ house              │ NV           │ Fully Paid    │    0.666667  │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  439 │ house              │ NV           │ Charged Off   │    0.333333  │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  440 │ house              │ NY           │ Fully Paid    │    1         │      16 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  441 │ house              │ OH           │ Fully Paid    │    0.9       │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  442 │ house              │ OH           │ Charged Off   │    0.1       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  443 │ house              │ OK           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  444 │ house              │ OR           │ Charged Off   │    0.6       │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  445 │ house              │ OR           │ Fully Paid    │    0.4       │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  446 │ house              │ PA           │ Fully Paid    │    0.714286  │      10 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  447 │ house              │ PA           │ Charged Off   │    0.285714  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  448 │ house              │ SC           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  449 │ house              │ SD           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  450 │ house              │ TX           │ Fully Paid    │    0.777778  │      14 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  451 │ house              │ TX           │ Charged Off   │    0.222222  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  452 │ house              │ UT           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  453 │ house              │ VA           │ Fully Paid    │    0.916667  │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  454 │ house              │ VA           │ Charged Off   │    0.0833333 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  455 │ house              │ WA           │ Fully Paid    │    1         │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  456 │ house              │ WI           │ Fully Paid    │    1         │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  457 │ house              │ WV           │ Charged Off   │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  458 │ house              │ WY           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  459 │ major_purchase     │ AK           │ Fully Paid    │    1         │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  460 │ major_purchase     │ AL           │ Fully Paid    │    0.92      │      23 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  461 │ major_purchase     │ AL           │ Charged Off   │    0.08      │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  462 │ major_purchase     │ AR           │ Fully Paid    │    1         │      19 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  463 │ major_purchase     │ AZ           │ Fully Paid    │    0.888889  │      40 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  464 │ major_purchase     │ AZ           │ Charged Off   │    0.111111  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  465 │ major_purchase     │ CA           │ Fully Paid    │    0.888889  │     256 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  466 │ major_purchase     │ CA           │ Charged Off   │    0.111111  │      32 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  467 │ major_purchase     │ CO           │ Fully Paid    │    0.9375    │      30 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  468 │ major_purchase     │ CO           │ Charged Off   │    0.0625    │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  469 │ major_purchase     │ CT           │ Fully Paid    │    0.893617  │      42 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  470 │ major_purchase     │ CT           │ Charged Off   │    0.106383  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  471 │ major_purchase     │ DC           │ Fully Paid    │    1         │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  472 │ major_purchase     │ DE           │ Fully Paid    │    1         │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  473 │ major_purchase     │ FL           │ Fully Paid    │    0.811321  │     129 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  474 │ major_purchase     │ FL           │ Charged Off   │    0.188679  │      30 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  475 │ major_purchase     │ GA           │ Fully Paid    │    0.869565  │      60 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  476 │ major_purchase     │ GA           │ Charged Off   │    0.130435  │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  477 │ major_purchase     │ HI           │ Fully Paid    │    0.785714  │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  478 │ major_purchase     │ HI           │ Charged Off   │    0.214286  │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  479 │ major_purchase     │ IL           │ Fully Paid    │    0.9375    │      75 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  480 │ major_purchase     │ IL           │ Charged Off   │    0.0625    │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  481 │ major_purchase     │ KS           │ Fully Paid    │    0.875     │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  482 │ major_purchase     │ KS           │ Charged Off   │    0.125     │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  483 │ major_purchase     │ KY           │ Fully Paid    │    0.923077  │      24 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  484 │ major_purchase     │ KY           │ Charged Off   │    0.0769231 │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  485 │ major_purchase     │ LA           │ Fully Paid    │    0.909091  │      30 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  486 │ major_purchase     │ LA           │ Charged Off   │    0.0909091 │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  487 │ major_purchase     │ MA           │ Fully Paid    │    0.877193  │      50 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  488 │ major_purchase     │ MA           │ Charged Off   │    0.122807  │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  489 │ major_purchase     │ MD           │ Fully Paid    │    0.857143  │      48 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  490 │ major_purchase     │ MD           │ Charged Off   │    0.142857  │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  491 │ major_purchase     │ MI           │ Fully Paid    │    0.901961  │      46 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  492 │ major_purchase     │ MI           │ Charged Off   │    0.0980392 │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  493 │ major_purchase     │ MN           │ Fully Paid    │    0.857143  │      24 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  494 │ major_purchase     │ MN           │ Charged Off   │    0.142857  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  495 │ major_purchase     │ MO           │ Fully Paid    │    0.810811  │      30 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  496 │ major_purchase     │ MO           │ Charged Off   │    0.189189  │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  497 │ major_purchase     │ MT           │ Fully Paid    │    1         │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  498 │ major_purchase     │ NC           │ Fully Paid    │    0.862069  │      25 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  499 │ major_purchase     │ NC           │ Charged Off   │    0.137931  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  500 │ major_purchase     │ NH           │ Fully Paid    │    1         │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  501 │ major_purchase     │ NJ           │ Fully Paid    │    0.857143  │      84 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  502 │ major_purchase     │ NJ           │ Charged Off   │    0.142857  │      14 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  503 │ major_purchase     │ NM           │ Fully Paid    │    0.916667  │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  504 │ major_purchase     │ NM           │ Charged Off   │    0.0833333 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  505 │ major_purchase     │ NV           │ Fully Paid    │    0.958333  │      23 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  506 │ major_purchase     │ NV           │ Charged Off   │    0.0416667 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  507 │ major_purchase     │ NY           │ Fully Paid    │    0.904192  │     151 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  508 │ major_purchase     │ NY           │ Charged Off   │    0.0958084 │      16 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  509 │ major_purchase     │ OH           │ Fully Paid    │    0.892857  │      50 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  510 │ major_purchase     │ OH           │ Charged Off   │    0.107143  │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  511 │ major_purchase     │ OK           │ Fully Paid    │    1         │      20 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  512 │ major_purchase     │ OR           │ Fully Paid    │    1         │      10 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  513 │ major_purchase     │ PA           │ Fully Paid    │    0.90625   │      87 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  514 │ major_purchase     │ PA           │ Charged Off   │    0.09375   │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  515 │ major_purchase     │ RI           │ Fully Paid    │    0.888889  │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  516 │ major_purchase     │ RI           │ Charged Off   │    0.111111  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  517 │ major_purchase     │ SC           │ Fully Paid    │    0.966667  │      29 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  518 │ major_purchase     │ SC           │ Charged Off   │    0.0333333 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  519 │ major_purchase     │ SD           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  520 │ major_purchase     │ TN           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  521 │ major_purchase     │ TX           │ Fully Paid    │    0.885906  │     132 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  522 │ major_purchase     │ TX           │ Charged Off   │    0.114094  │      17 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  523 │ major_purchase     │ UT           │ Fully Paid    │    1         │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  524 │ major_purchase     │ VA           │ Fully Paid    │    0.946429  │      53 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  525 │ major_purchase     │ VA           │ Charged Off   │    0.0535714 │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  526 │ major_purchase     │ VT           │ Fully Paid    │    1         │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  527 │ major_purchase     │ WA           │ Fully Paid    │    0.885714  │      31 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  528 │ major_purchase     │ WA           │ Charged Off   │    0.114286  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  529 │ major_purchase     │ WI           │ Fully Paid    │    0.88      │      22 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  530 │ major_purchase     │ WI           │ Charged Off   │    0.12      │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  531 │ major_purchase     │ WV           │ Fully Paid    │    0.923077  │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  532 │ major_purchase     │ WV           │ Charged Off   │    0.0769231 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  533 │ major_purchase     │ WY           │ Fully Paid    │    1         │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  534 │ medical            │ AK           │ Fully Paid    │    0.666667  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  535 │ medical            │ AK           │ Charged Off   │    0.333333  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  536 │ medical            │ AL           │ Fully Paid    │    0.75      │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  537 │ medical            │ AL           │ Charged Off   │    0.25      │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  538 │ medical            │ AR           │ Fully Paid    │    0.8       │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  539 │ medical            │ AR           │ Charged Off   │    0.2       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  540 │ medical            │ AZ           │ Fully Paid    │    0.944444  │      17 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  541 │ medical            │ AZ           │ Charged Off   │    0.0555556 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  542 │ medical            │ CA           │ Fully Paid    │    0.863248  │     101 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  543 │ medical            │ CA           │ Charged Off   │    0.136752  │      16 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  544 │ medical            │ CO           │ Fully Paid    │    0.9375    │      15 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  545 │ medical            │ CO           │ Charged Off   │    0.0625    │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  546 │ medical            │ CT           │ Fully Paid    │    0.888889  │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  547 │ medical            │ CT           │ Charged Off   │    0.111111  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  548 │ medical            │ DC           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  549 │ medical            │ DE           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  550 │ medical            │ FL           │ Fully Paid    │    0.8       │      36 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  551 │ medical            │ FL           │ Charged Off   │    0.2       │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  552 │ medical            │ GA           │ Fully Paid    │    0.733333  │      22 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  553 │ medical            │ GA           │ Charged Off   │    0.266667  │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  554 │ medical            │ HI           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  555 │ medical            │ IA           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  556 │ medical            │ IL           │ Fully Paid    │    0.863636  │      19 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  557 │ medical            │ IL           │ Charged Off   │    0.136364  │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  558 │ medical            │ KS           │ Fully Paid    │    1         │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  559 │ medical            │ KY           │ Fully Paid    │    0.6       │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  560 │ medical            │ KY           │ Charged Off   │    0.4       │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  561 │ medical            │ LA           │ Fully Paid    │    1         │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  562 │ medical            │ MA           │ Fully Paid    │    0.857143  │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  563 │ medical            │ MA           │ Charged Off   │    0.142857  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  564 │ medical            │ MD           │ Fully Paid    │    0.833333  │      10 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  565 │ medical            │ MD           │ Charged Off   │    0.166667  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  566 │ medical            │ MI           │ Fully Paid    │    0.916667  │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  567 │ medical            │ MI           │ Charged Off   │    0.0833333 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  568 │ medical            │ MN           │ Fully Paid    │    0.727273  │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  569 │ medical            │ MN           │ Charged Off   │    0.272727  │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  570 │ medical            │ MO           │ Fully Paid    │    1         │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  571 │ medical            │ MT           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  572 │ medical            │ NC           │ Fully Paid    │    0.928571  │      13 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  573 │ medical            │ NC           │ Charged Off   │    0.0714286 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  574 │ medical            │ NH           │ Fully Paid    │    1         │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  575 │ medical            │ NJ           │ Fully Paid    │    0.75      │      15 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  576 │ medical            │ NJ           │ Charged Off   │    0.25      │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  577 │ medical            │ NM           │ Fully Paid    │    1         │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  578 │ medical            │ NV           │ Fully Paid    │    0.636364  │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  579 │ medical            │ NV           │ Charged Off   │    0.363636  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  580 │ medical            │ NY           │ Fully Paid    │    0.808511  │      38 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  581 │ medical            │ NY           │ Charged Off   │    0.191489  │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  582 │ medical            │ OH           │ Fully Paid    │    0.842105  │      16 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  583 │ medical            │ OH           │ Charged Off   │    0.157895  │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  584 │ medical            │ OK           │ Fully Paid    │    0.888889  │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  585 │ medical            │ OK           │ Charged Off   │    0.111111  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  586 │ medical            │ OR           │ Fully Paid    │    0.818182  │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  587 │ medical            │ OR           │ Charged Off   │    0.181818  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  588 │ medical            │ PA           │ Fully Paid    │    0.722222  │      13 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  589 │ medical            │ PA           │ Charged Off   │    0.277778  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  590 │ medical            │ RI           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  591 │ medical            │ SC           │ Fully Paid    │    1         │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  592 │ medical            │ TX           │ Fully Paid    │    0.884615  │      46 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  593 │ medical            │ TX           │ Charged Off   │    0.115385  │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  594 │ medical            │ UT           │ Fully Paid    │    1         │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  595 │ medical            │ VA           │ Fully Paid    │    0.714286  │      10 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  596 │ medical            │ VA           │ Charged Off   │    0.285714  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  597 │ medical            │ VT           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  598 │ medical            │ WA           │ Fully Paid    │    0.769231  │      10 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  599 │ medical            │ WA           │ Charged Off   │    0.230769  │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  600 │ medical            │ WI           │ Fully Paid    │    0.75      │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  601 │ medical            │ WI           │ Charged Off   │    0.25      │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  602 │ medical            │ WV           │ Fully Paid    │    0.666667  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  603 │ medical            │ WV           │ Charged Off   │    0.333333  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  604 │ medical            │ WY           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  605 │ moving             │ AL           │ Fully Paid    │    0.75      │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  606 │ moving             │ AL           │ Charged Off   │    0.25      │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  607 │ moving             │ AZ           │ Fully Paid    │    0.875     │      14 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  608 │ moving             │ AZ           │ Charged Off   │    0.125     │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  609 │ moving             │ CA           │ Fully Paid    │    0.79      │      79 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  610 │ moving             │ CA           │ Charged Off   │    0.21      │      21 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  611 │ moving             │ CO           │ Fully Paid    │    1         │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  612 │ moving             │ CT           │ Fully Paid    │    1         │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  613 │ moving             │ DC           │ Fully Paid    │    0.8       │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  614 │ moving             │ DC           │ Charged Off   │    0.2       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  615 │ moving             │ DE           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  616 │ moving             │ FL           │ Fully Paid    │    0.897436  │      35 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  617 │ moving             │ FL           │ Charged Off   │    0.102564  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  618 │ moving             │ GA           │ Fully Paid    │    0.782609  │      18 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  619 │ moving             │ GA           │ Charged Off   │    0.217391  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  620 │ moving             │ HI           │ Charged Off   │    0.666667  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  621 │ moving             │ HI           │ Fully Paid    │    0.333333  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  622 │ moving             │ IL           │ Fully Paid    │    0.857143  │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  623 │ moving             │ IL           │ Charged Off   │    0.142857  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  624 │ moving             │ KS           │ Fully Paid    │    1         │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  625 │ moving             │ KY           │ Fully Paid    │    1         │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  626 │ moving             │ LA           │ Charged Off   │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  627 │ moving             │ MA           │ Fully Paid    │    0.736842  │      14 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  628 │ moving             │ MA           │ Charged Off   │    0.263158  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  629 │ moving             │ MD           │ Fully Paid    │    0.866667  │      13 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  630 │ moving             │ MD           │ Charged Off   │    0.133333  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  631 │ moving             │ MI           │ Fully Paid    │    0.875     │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  632 │ moving             │ MI           │ Charged Off   │    0.125     │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  633 │ moving             │ MN           │ Fully Paid    │    0.8       │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  634 │ moving             │ MN           │ Charged Off   │    0.2       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  635 │ moving             │ MO           │ Fully Paid    │    0.833333  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  636 │ moving             │ MO           │ Charged Off   │    0.166667  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  637 │ moving             │ MS           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  638 │ moving             │ MT           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  639 │ moving             │ NC           │ Fully Paid    │    0.777778  │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  640 │ moving             │ NC           │ Charged Off   │    0.222222  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  641 │ moving             │ NH           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  642 │ moving             │ NJ           │ Fully Paid    │    0.6875    │      22 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  643 │ moving             │ NJ           │ Charged Off   │    0.3125    │      10 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  644 │ moving             │ NM           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  645 │ moving             │ NV           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  646 │ moving             │ NY           │ Fully Paid    │    0.837838  │      62 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  647 │ moving             │ NY           │ Charged Off   │    0.162162  │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  648 │ moving             │ OH           │ Fully Paid    │    0.923077  │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  649 │ moving             │ OH           │ Charged Off   │    0.0769231 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  650 │ moving             │ OK           │ Fully Paid    │    1         │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  651 │ moving             │ OR           │ Fully Paid    │    1         │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  652 │ moving             │ PA           │ Fully Paid    │    0.65      │      13 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  653 │ moving             │ PA           │ Charged Off   │    0.35      │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  654 │ moving             │ RI           │ Fully Paid    │    0.666667  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  655 │ moving             │ RI           │ Charged Off   │    0.333333  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  656 │ moving             │ SC           │ Fully Paid    │    0.857143  │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  657 │ moving             │ SC           │ Charged Off   │    0.142857  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  658 │ moving             │ TX           │ Fully Paid    │    0.928571  │      26 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  659 │ moving             │ TX           │ Charged Off   │    0.0714286 │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  660 │ moving             │ UT           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  661 │ moving             │ VA           │ Fully Paid    │    1         │      20 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  662 │ moving             │ VT           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  663 │ moving             │ WA           │ Fully Paid    │    0.75      │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  664 │ moving             │ WA           │ Charged Off   │    0.25      │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  665 │ moving             │ WI           │ Fully Paid    │    1         │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  666 │ moving             │ WV           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  667 │ other              │ AK           │ Fully Paid    │    1         │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  668 │ other              │ AL           │ Fully Paid    │    0.84375   │      27 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  669 │ other              │ AL           │ Charged Off   │    0.15625   │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  670 │ other              │ AR           │ Fully Paid    │    0.8       │      16 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  671 │ other              │ AR           │ Charged Off   │    0.2       │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  672 │ other              │ AZ           │ Fully Paid    │    0.849315  │      62 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  673 │ other              │ AZ           │ Charged Off   │    0.150685  │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  674 │ other              │ CA           │ Fully Paid    │    0.826367  │     514 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  675 │ other              │ CA           │ Charged Off   │    0.173633  │     108 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  676 │ other              │ CO           │ Fully Paid    │    0.78      │      39 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  677 │ other              │ CO           │ Charged Off   │    0.22      │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  678 │ other              │ CT           │ Fully Paid    │    0.881356  │      52 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  679 │ other              │ CT           │ Charged Off   │    0.118644  │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  680 │ other              │ DC           │ Fully Paid    │    0.909091  │      10 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  681 │ other              │ DC           │ Charged Off   │    0.0909091 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  682 │ other              │ DE           │ Fully Paid    │    0.636364  │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  683 │ other              │ DE           │ Charged Off   │    0.363636  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  684 │ other              │ FL           │ Fully Paid    │    0.83908   │     219 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  685 │ other              │ FL           │ Charged Off   │    0.16092   │      42 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  686 │ other              │ GA           │ Fully Paid    │    0.773109  │      92 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  687 │ other              │ GA           │ Charged Off   │    0.226891  │      27 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  688 │ other              │ HI           │ Fully Paid    │    0.8125    │      13 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  689 │ other              │ HI           │ Charged Off   │    0.1875    │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  690 │ other              │ IA           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  691 │ other              │ ID           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  692 │ other              │ IL           │ Fully Paid    │    0.895652  │     103 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  693 │ other              │ IL           │ Charged Off   │    0.104348  │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  694 │ other              │ IN           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  695 │ other              │ KS           │ Fully Paid    │    0.833333  │      20 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  696 │ other              │ KS           │ Charged Off   │    0.166667  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  697 │ other              │ KY           │ Fully Paid    │    0.727273  │      16 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  698 │ other              │ KY           │ Charged Off   │    0.272727  │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  699 │ other              │ LA           │ Fully Paid    │    0.805556  │      29 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  700 │ other              │ LA           │ Charged Off   │    0.194444  │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  701 │ other              │ MA           │ Fully Paid    │    0.858407  │      97 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  702 │ other              │ MA           │ Charged Off   │    0.141593  │      16 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  703 │ other              │ MD           │ Fully Paid    │    0.811111  │      73 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  704 │ other              │ MD           │ Charged Off   │    0.188889  │      17 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  705 │ other              │ ME           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  706 │ other              │ MI           │ Fully Paid    │    0.796875  │      51 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  707 │ other              │ MI           │ Charged Off   │    0.203125  │      13 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  708 │ other              │ MN           │ Fully Paid    │    0.894737  │      51 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  709 │ other              │ MN           │ Charged Off   │    0.105263  │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  710 │ other              │ MO           │ Fully Paid    │    0.785714  │      33 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  711 │ other              │ MO           │ Charged Off   │    0.214286  │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  712 │ other              │ MS           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  713 │ other              │ MT           │ Fully Paid    │    0.888889  │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  714 │ other              │ MT           │ Charged Off   │    0.111111  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  715 │ other              │ NC           │ Fully Paid    │    0.898551  │      62 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  716 │ other              │ NC           │ Charged Off   │    0.101449  │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  717 │ other              │ NH           │ Fully Paid    │    1         │      17 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  718 │ other              │ NJ           │ Fully Paid    │    0.849673  │     130 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  719 │ other              │ NJ           │ Charged Off   │    0.150327  │      23 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  720 │ other              │ NM           │ Fully Paid    │    1         │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  721 │ other              │ NV           │ Fully Paid    │    0.723404  │      34 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  722 │ other              │ NV           │ Charged Off   │    0.276596  │      13 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  723 │ other              │ NY           │ Fully Paid    │    0.87013   │     335 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  724 │ other              │ NY           │ Charged Off   │    0.12987   │      50 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  725 │ other              │ OH           │ Fully Paid    │    0.86      │      86 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  726 │ other              │ OH           │ Charged Off   │    0.14      │      14 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  727 │ other              │ OK           │ Fully Paid    │    0.852941  │      29 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  728 │ other              │ OK           │ Charged Off   │    0.147059  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  729 │ other              │ OR           │ Fully Paid    │    0.933333  │      28 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  730 │ other              │ OR           │ Charged Off   │    0.0666667 │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  731 │ other              │ PA           │ Fully Paid    │    0.884146  │     145 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  732 │ other              │ PA           │ Charged Off   │    0.115854  │      19 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  733 │ other              │ RI           │ Fully Paid    │    0.956522  │      22 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  734 │ other              │ RI           │ Charged Off   │    0.0434783 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  735 │ other              │ SC           │ Fully Paid    │    0.777778  │      49 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  736 │ other              │ SC           │ Charged Off   │    0.222222  │      14 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  737 │ other              │ SD           │ Fully Paid    │    0.714286  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  738 │ other              │ SD           │ Charged Off   │    0.285714  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  739 │ other              │ TN           │ Fully Paid    │    1         │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  740 │ other              │ TX           │ Fully Paid    │    0.844     │     211 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  741 │ other              │ TX           │ Charged Off   │    0.156     │      39 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  742 │ other              │ UT           │ Fully Paid    │    0.6875    │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  743 │ other              │ UT           │ Charged Off   │    0.3125    │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  744 │ other              │ VA           │ Fully Paid    │    0.807339  │      88 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  745 │ other              │ VA           │ Charged Off   │    0.192661  │      21 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  746 │ other              │ VT           │ Fully Paid    │    1         │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  747 │ other              │ WA           │ Fully Paid    │    0.816901  │      58 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  748 │ other              │ WA           │ Charged Off   │    0.183099  │      13 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  749 │ other              │ WI           │ Fully Paid    │    0.8       │      24 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  750 │ other              │ WI           │ Charged Off   │    0.2       │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  751 │ other              │ WV           │ Fully Paid    │    0.785714  │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  752 │ other              │ WV           │ Charged Off   │    0.214286  │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  753 │ other              │ WY           │ Fully Paid    │    1         │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  754 │ renewable_energy   │ AL           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  755 │ renewable_energy   │ AZ           │ Fully Paid    │    0.666667  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  756 │ renewable_energy   │ AZ           │ Charged Off   │    0.333333  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  757 │ renewable_energy   │ CA           │ Fully Paid    │    0.941176  │      16 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  758 │ renewable_energy   │ CA           │ Charged Off   │    0.0588235 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  759 │ renewable_energy   │ CO           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  760 │ renewable_energy   │ CT           │ Fully Paid    │    1         │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  761 │ renewable_energy   │ FL           │ Fully Paid    │    0.777778  │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  762 │ renewable_energy   │ FL           │ Charged Off   │    0.222222  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  763 │ renewable_energy   │ GA           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  764 │ renewable_energy   │ IL           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  765 │ renewable_energy   │ KY           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  766 │ renewable_energy   │ LA           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  767 │ renewable_energy   │ MA           │ Fully Paid    │    0.666667  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  768 │ renewable_energy   │ MA           │ Charged Off   │    0.333333  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  769 │ renewable_energy   │ MD           │ Charged Off   │    0.5       │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  770 │ renewable_energy   │ MD           │ Fully Paid    │    0.5       │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  771 │ renewable_energy   │ MI           │ Fully Paid    │    0.8       │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  772 │ renewable_energy   │ MI           │ Charged Off   │    0.2       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  773 │ renewable_energy   │ MN           │ Fully Paid    │    0.666667  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  774 │ renewable_energy   │ MN           │ Charged Off   │    0.333333  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  775 │ renewable_energy   │ MO           │ Fully Paid    │    0.8       │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  776 │ renewable_energy   │ MO           │ Charged Off   │    0.2       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  777 │ renewable_energy   │ NC           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  778 │ renewable_energy   │ NH           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  779 │ renewable_energy   │ NJ           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  780 │ renewable_energy   │ NV           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  781 │ renewable_energy   │ NY           │ Fully Paid    │    0.833333  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  782 │ renewable_energy   │ NY           │ Charged Off   │    0.166667  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  783 │ renewable_energy   │ OR           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  784 │ renewable_energy   │ PA           │ Charged Off   │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  785 │ renewable_energy   │ PA           │ Fully Paid    │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  786 │ renewable_energy   │ TX           │ Fully Paid    │    0.75      │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  787 │ renewable_energy   │ TX           │ Charged Off   │    0.25      │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  788 │ renewable_energy   │ UT           │ Charged Off   │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  789 │ renewable_energy   │ VA           │ Charged Off   │    0.5       │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  790 │ renewable_energy   │ VA           │ Fully Paid    │    0.5       │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  791 │ renewable_energy   │ WA           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  792 │ small_business     │ AK           │ Fully Paid    │    0.8       │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  793 │ small_business     │ AK           │ Charged Off   │    0.2       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  794 │ small_business     │ AL           │ Fully Paid    │    0.923077  │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  795 │ small_business     │ AL           │ Charged Off   │    0.0769231 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  796 │ small_business     │ AR           │ Fully Paid    │    0.818182  │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  797 │ small_business     │ AR           │ Charged Off   │    0.181818  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  798 │ small_business     │ AZ           │ Fully Paid    │    0.75      │      30 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  799 │ small_business     │ AZ           │ Charged Off   │    0.25      │      10 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  800 │ small_business     │ CA           │ Fully Paid    │    0.721569  │     184 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  801 │ small_business     │ CA           │ Charged Off   │    0.278431  │      71 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  802 │ small_business     │ CO           │ Fully Paid    │    0.774194  │      24 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  803 │ small_business     │ CO           │ Charged Off   │    0.225806  │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  804 │ small_business     │ CT           │ Fully Paid    │    0.761905  │      16 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  805 │ small_business     │ CT           │ Charged Off   │    0.238095  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  806 │ small_business     │ DC           │ Fully Paid    │    0.75      │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  807 │ small_business     │ DC           │ Charged Off   │    0.25      │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  808 │ small_business     │ DE           │ Charged Off   │    0.666667  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  809 │ small_business     │ DE           │ Fully Paid    │    0.333333  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  810 │ small_business     │ FL           │ Fully Paid    │    0.666667  │      74 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  811 │ small_business     │ FL           │ Charged Off   │    0.333333  │      37 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  812 │ small_business     │ GA           │ Fully Paid    │    0.727273  │      40 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  813 │ small_business     │ GA           │ Charged Off   │    0.272727  │      15 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  814 │ small_business     │ HI           │ Fully Paid    │    0.666667  │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  815 │ small_business     │ HI           │ Charged Off   │    0.333333  │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  816 │ small_business     │ IL           │ Fully Paid    │    0.7       │      42 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  817 │ small_business     │ IL           │ Charged Off   │    0.3       │      18 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  818 │ small_business     │ KS           │ Fully Paid    │    0.75      │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  819 │ small_business     │ KS           │ Charged Off   │    0.25      │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  820 │ small_business     │ KY           │ Fully Paid    │    1         │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  821 │ small_business     │ LA           │ Fully Paid    │    0.692308  │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  822 │ small_business     │ LA           │ Charged Off   │    0.307692  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  823 │ small_business     │ MA           │ Fully Paid    │    0.621622  │      23 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  824 │ small_business     │ MA           │ Charged Off   │    0.378378  │      14 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  825 │ small_business     │ MD           │ Fully Paid    │    0.827586  │      24 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  826 │ small_business     │ MD           │ Charged Off   │    0.172414  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  827 │ small_business     │ MI           │ Fully Paid    │    0.823529  │      28 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  828 │ small_business     │ MI           │ Charged Off   │    0.176471  │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  829 │ small_business     │ MN           │ Fully Paid    │    0.857143  │      24 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  830 │ small_business     │ MN           │ Charged Off   │    0.142857  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  831 │ small_business     │ MO           │ Fully Paid    │    0.592593  │      16 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  832 │ small_business     │ MO           │ Charged Off   │    0.407407  │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  833 │ small_business     │ MS           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  834 │ small_business     │ MT           │ Fully Paid    │    0.875     │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  835 │ small_business     │ MT           │ Charged Off   │    0.125     │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  836 │ small_business     │ NC           │ Fully Paid    │    0.6       │      18 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  837 │ small_business     │ NC           │ Charged Off   │    0.4       │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  838 │ small_business     │ NH           │ Fully Paid    │    0.666667  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  839 │ small_business     │ NH           │ Charged Off   │    0.333333  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  840 │ small_business     │ NJ           │ Fully Paid    │    0.68      │      34 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  841 │ small_business     │ NJ           │ Charged Off   │    0.32      │      16 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  842 │ small_business     │ NM           │ Charged Off   │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  843 │ small_business     │ NM           │ Fully Paid    │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  844 │ small_business     │ NV           │ Fully Paid    │    0.764706  │      13 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  845 │ small_business     │ NV           │ Charged Off   │    0.235294  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  846 │ small_business     │ NY           │ Fully Paid    │    0.754098  │      92 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  847 │ small_business     │ NY           │ Charged Off   │    0.245902  │      30 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  848 │ small_business     │ OH           │ Fully Paid    │    0.782609  │      36 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  849 │ small_business     │ OH           │ Charged Off   │    0.217391  │      10 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  850 │ small_business     │ OK           │ Fully Paid    │    0.722222  │      13 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  851 │ small_business     │ OK           │ Charged Off   │    0.277778  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  852 │ small_business     │ OR           │ Fully Paid    │    0.6       │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  853 │ small_business     │ OR           │ Charged Off   │    0.4       │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  854 │ small_business     │ PA           │ Fully Paid    │    0.65625   │      21 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  855 │ small_business     │ PA           │ Charged Off   │    0.34375   │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  856 │ small_business     │ RI           │ Fully Paid    │    1         │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  857 │ small_business     │ SC           │ Fully Paid    │    0.75      │      15 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  858 │ small_business     │ SC           │ Charged Off   │    0.25      │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  859 │ small_business     │ SD           │ Charged Off   │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  860 │ small_business     │ SD           │ Fully Paid    │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  861 │ small_business     │ TN           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  862 │ small_business     │ TX           │ Fully Paid    │    0.805825  │      83 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  863 │ small_business     │ TX           │ Charged Off   │    0.194175  │      20 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  864 │ small_business     │ UT           │ Fully Paid    │    0.722222  │      13 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  865 │ small_business     │ UT           │ Charged Off   │    0.277778  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  866 │ small_business     │ VA           │ Fully Paid    │    0.803922  │      41 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  867 │ small_business     │ VA           │ Charged Off   │    0.196078  │      10 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  868 │ small_business     │ VT           │ Fully Paid    │    1         │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  869 │ small_business     │ WA           │ Fully Paid    │    0.69697   │      23 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  870 │ small_business     │ WA           │ Charged Off   │    0.30303   │      10 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  871 │ small_business     │ WI           │ Fully Paid    │    0.85      │      17 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  872 │ small_business     │ WI           │ Charged Off   │    0.15      │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  873 │ small_business     │ WV           │ Charged Off   │    0.5       │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  874 │ small_business     │ WV           │ Fully Paid    │    0.5       │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  875 │ small_business     │ WY           │ Charged Off   │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  876 │ small_business     │ WY           │ Fully Paid    │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  877 │ vacation           │ AK           │ Charged Off   │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  878 │ vacation           │ AL           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  879 │ vacation           │ AR           │ Fully Paid    │    0.666667  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  880 │ vacation           │ AR           │ Charged Off   │    0.333333  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  881 │ vacation           │ AZ           │ Fully Paid    │    1         │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  882 │ vacation           │ CA           │ Fully Paid    │    0.813333  │      61 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  883 │ vacation           │ CA           │ Charged Off   │    0.186667  │      14 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  884 │ vacation           │ CO           │ Fully Paid    │    0.8       │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  885 │ vacation           │ CO           │ Charged Off   │    0.2       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  886 │ vacation           │ CT           │ Fully Paid    │    0.857143  │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  887 │ vacation           │ CT           │ Charged Off   │    0.142857  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  888 │ vacation           │ DC           │ Fully Paid    │    1         │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  889 │ vacation           │ DE           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  890 │ vacation           │ FL           │ Fully Paid    │    0.95      │      19 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  891 │ vacation           │ FL           │ Charged Off   │    0.05      │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  892 │ vacation           │ GA           │ Fully Paid    │    0.909091  │      10 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  893 │ vacation           │ GA           │ Charged Off   │    0.0909091 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  894 │ vacation           │ HI           │ Charged Off   │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  895 │ vacation           │ IL           │ Fully Paid    │    0.9       │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  896 │ vacation           │ IL           │ Charged Off   │    0.1       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  897 │ vacation           │ IN           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  898 │ vacation           │ KS           │ Fully Paid    │    1         │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  899 │ vacation           │ KY           │ Fully Paid    │    0.666667  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  900 │ vacation           │ KY           │ Charged Off   │    0.333333  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  901 │ vacation           │ LA           │ Fully Paid    │    0.833333  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  902 │ vacation           │ LA           │ Charged Off   │    0.166667  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  903 │ vacation           │ MA           │ Fully Paid    │    0.866667  │      13 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  904 │ vacation           │ MA           │ Charged Off   │    0.133333  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  905 │ vacation           │ MD           │ Fully Paid    │    0.857143  │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  906 │ vacation           │ MD           │ Charged Off   │    0.142857  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  907 │ vacation           │ MI           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  908 │ vacation           │ MN           │ Fully Paid    │    1         │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  909 │ vacation           │ MO           │ Fully Paid    │    1         │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  910 │ vacation           │ NC           │ Fully Paid    │    0.6       │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  911 │ vacation           │ NC           │ Charged Off   │    0.4       │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  912 │ vacation           │ NH           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  913 │ vacation           │ NJ           │ Fully Paid    │    0.733333  │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  914 │ vacation           │ NJ           │ Charged Off   │    0.266667  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  915 │ vacation           │ NV           │ Fully Paid    │    0.857143  │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  916 │ vacation           │ NV           │ Charged Off   │    0.142857  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  917 │ vacation           │ NY           │ Fully Paid    │    0.846154  │      33 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  918 │ vacation           │ NY           │ Charged Off   │    0.153846  │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  919 │ vacation           │ OH           │ Fully Paid    │    1         │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  920 │ vacation           │ OK           │ Fully Paid    │    1         │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  921 │ vacation           │ OR           │ Charged Off   │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  922 │ vacation           │ OR           │ Fully Paid    │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  923 │ vacation           │ PA           │ Fully Paid    │    0.888889  │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  924 │ vacation           │ PA           │ Charged Off   │    0.111111  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  925 │ vacation           │ RI           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  926 │ vacation           │ SC           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  927 │ vacation           │ TX           │ Fully Paid    │    0.894737  │      17 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  928 │ vacation           │ TX           │ Charged Off   │    0.105263  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  929 │ vacation           │ UT           │ Fully Paid    │    0.666667  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  930 │ vacation           │ UT           │ Charged Off   │    0.333333  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  931 │ vacation           │ VA           │ Fully Paid    │    0.785714  │      11 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  932 │ vacation           │ VA           │ Charged Off   │    0.214286  │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  933 │ vacation           │ WA           │ Fully Paid    │    0.923077  │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  934 │ vacation           │ WA           │ Charged Off   │    0.0769231 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  935 │ vacation           │ WI           │ Fully Paid    │    0.8       │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  936 │ vacation           │ WI           │ Charged Off   │    0.2       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  937 │ vacation           │ WV           │ Fully Paid    │    1         │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  938 │ wedding            │ AL           │ Fully Paid    │    0.8       │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  939 │ wedding            │ AL           │ Charged Off   │    0.2       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  940 │ wedding            │ AR           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  941 │ wedding            │ AZ           │ Fully Paid    │    0.882353  │      15 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  942 │ wedding            │ AZ           │ Charged Off   │    0.117647  │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  943 │ wedding            │ CA           │ Fully Paid    │    0.852564  │     133 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  944 │ wedding            │ CA           │ Charged Off   │    0.147436  │      23 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  945 │ wedding            │ CO           │ Fully Paid    │    0.9       │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  946 │ wedding            │ CO           │ Charged Off   │    0.1       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  947 │ wedding            │ CT           │ Fully Paid    │    1         │      16 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  948 │ wedding            │ DC           │ Fully Paid    │    1         │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  949 │ wedding            │ DE           │ Fully Paid    │    1         │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  950 │ wedding            │ FL           │ Fully Paid    │    0.859375  │      55 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  951 │ wedding            │ FL           │ Charged Off   │    0.140625  │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  952 │ wedding            │ GA           │ Fully Paid    │    0.807692  │      21 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  953 │ wedding            │ GA           │ Charged Off   │    0.192308  │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  954 │ wedding            │ HI           │ Fully Paid    │    1         │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  955 │ wedding            │ IL           │ Fully Paid    │    0.904762  │      38 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  956 │ wedding            │ IL           │ Charged Off   │    0.0952381 │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  957 │ wedding            │ KS           │ Fully Paid    │    1         │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  958 │ wedding            │ KY           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  959 │ wedding            │ LA           │ Fully Paid    │    1         │      10 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  960 │ wedding            │ MA           │ Fully Paid    │    0.904762  │      38 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  961 │ wedding            │ MA           │ Charged Off   │    0.0952381 │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  962 │ wedding            │ MD           │ Fully Paid    │    0.962963  │      26 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  963 │ wedding            │ MD           │ Charged Off   │    0.037037  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  964 │ wedding            │ MI           │ Fully Paid    │    0.923077  │      12 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  965 │ wedding            │ MI           │ Charged Off   │    0.0769231 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  966 │ wedding            │ MN           │ Fully Paid    │    0.857143  │       6 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  967 │ wedding            │ MN           │ Charged Off   │    0.142857  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  968 │ wedding            │ MO           │ Fully Paid    │    0.888889  │       8 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  969 │ wedding            │ MO           │ Charged Off   │    0.111111  │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  970 │ wedding            │ MS           │ Charged Off   │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  971 │ wedding            │ MS           │ Fully Paid    │    0.5       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  972 │ wedding            │ MT           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  973 │ wedding            │ NC           │ Fully Paid    │    0.9       │      18 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  974 │ wedding            │ NC           │ Charged Off   │    0.1       │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  975 │ wedding            │ NH           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  976 │ wedding            │ NJ           │ Fully Paid    │    0.923077  │      48 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  977 │ wedding            │ NJ           │ Charged Off   │    0.0769231 │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  978 │ wedding            │ NM           │ Fully Paid    │    1         │       2 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  979 │ wedding            │ NV           │ Fully Paid    │    1         │       7 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  980 │ wedding            │ NY           │ Fully Paid    │    0.916667  │      99 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  981 │ wedding            │ NY           │ Charged Off   │    0.0833333 │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  982 │ wedding            │ OH           │ Fully Paid    │    0.846154  │      22 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  983 │ wedding            │ OH           │ Charged Off   │    0.153846  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  984 │ wedding            │ OK           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  985 │ wedding            │ OR           │ Charged Off   │    0.5       │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  986 │ wedding            │ OR           │ Fully Paid    │    0.5       │       3 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  987 │ wedding            │ PA           │ Fully Paid    │    0.97561   │      40 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  988 │ wedding            │ PA           │ Charged Off   │    0.0243902 │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  989 │ wedding            │ RI           │ Fully Paid    │    1         │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  990 │ wedding            │ SC           │ Fully Paid    │    1         │      10 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  991 │ wedding            │ SD           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  992 │ wedding            │ TX           │ Fully Paid    │    0.933333  │      56 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  993 │ wedding            │ TX           │ Charged Off   │    0.0666667 │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  994 │ wedding            │ UT           │ Fully Paid    │    1         │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  995 │ wedding            │ VA           │ Fully Paid    │    0.870968  │      27 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  996 │ wedding            │ VA           │ Charged Off   │    0.129032  │       4 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  997 │ wedding            │ WA           │ Fully Paid    │    0.9       │       9 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  998 │ wedding            │ WA           │ Charged Off   │    0.1       │       1 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│  999 │ wedding            │ WI           │ Fully Paid    │    1         │       5 │
├──────┼────────────────────┼──────────────┼───────────────┼──────────────┼─────────┤
│ 1000 │ wedding            │ WY           │ Fully Paid    │    1         │       1 │
╘══════╧════════════════════╧══════════════╧═══════════════╧══════════════╧═════════╛

Inference

Purpose debt consolidation and state CA have a higher chance of default:

Purpose State Percent
Debt Consolidation CA 16.05

Note => Percent is the percentage of default in the occurence of the corresponding combinations.

Segmented Univariate of Driver Variables

Term by others

Grade

In [134]:
segmented_univariate_categorical('term','grade')
Number of unique values => 7


╒════╤═════════╤═══════════╤══════════════╤═════════╕
│    │ grade   │ term      │   percent(%) │   count │
╞════╪═════════╪═══════════╪══════════════╪═════════╡
│  0 │ A       │ 36 months │    0.960066  │    8703 │
├────┼─────────┼───────────┼──────────────┼─────────┤
│  1 │ A       │ 60 months │    0.0399338 │     362 │
├────┼─────────┼───────────┼──────────────┼─────────┤
│  2 │ B       │ 36 months │    0.808366  │    8310 │
├────┼─────────┼───────────┼──────────────┼─────────┤
│  3 │ B       │ 60 months │    0.191634  │    1970 │
├────┼─────────┼───────────┼──────────────┼─────────┤
│  4 │ C       │ 36 months │    0.751336  │    5203 │
├────┼─────────┼───────────┼──────────────┼─────────┤
│  5 │ C       │ 60 months │    0.248664  │    1722 │
├────┼─────────┼───────────┼──────────────┼─────────┤
│  6 │ D       │ 36 months │    0.639566  │    2832 │
├────┼─────────┼───────────┼──────────────┼─────────┤
│  7 │ D       │ 60 months │    0.360434  │    1596 │
├────┼─────────┼───────────┼──────────────┼─────────┤
│  8 │ E       │ 60 months │    0.652048  │    1353 │
├────┼─────────┼───────────┼──────────────┼─────────┤
│  9 │ E       │ 36 months │    0.347952  │     722 │
├────┼─────────┼───────────┼──────────────┼─────────┤
│ 10 │ F       │ 60 months │    0.776699  │     560 │
├────┼─────────┼───────────┼──────────────┼─────────┤
│ 11 │ F       │ 36 months │    0.223301  │     161 │
├────┼─────────┼───────────┼──────────────┼─────────┤
│ 12 │ G       │ 60 months │    0.751515  │     124 │
├────┼─────────┼───────────┼──────────────┼─────────┤
│ 13 │ G       │ 36 months │    0.248485  │      41 │
╘════╧═════════╧═══════════╧══════════════╧═════════╛

Inference

Borrowers of grades C & D have substantiate percentages of 60 months loans.

There is an increase in taking 60 months loans as we move from grades A to G. Meaning, lower grade people taking loans of higher tenure.

Home Ownership

In [135]:
segmented_univariate_categorical('term','home_ownership')
Number of unique values => 5


╒════╤══════════════════╤═══════════╤══════════════╤═════════╕
│    │ home_ownership   │ term      │   percent(%) │   count │
╞════╪══════════════════╪═══════════╪══════════════╪═════════╡
│  0 │ MORTGAGE         │ 36 months │    0.724764  │    9822 │
├────┼──────────────────┼───────────┼──────────────┼─────────┤
│  1 │ MORTGAGE         │ 60 months │    0.275236  │    3730 │
├────┼──────────────────┼───────────┼──────────────┼─────────┤
│  2 │ NONE             │ 36 months │    1         │       3 │
├────┼──────────────────┼───────────┼──────────────┼─────────┤
│  3 │ OTHER            │ 36 months │    0.988889  │      89 │
├────┼──────────────────┼───────────┼──────────────┼─────────┤
│  4 │ OTHER            │ 60 months │    0.0111111 │       1 │
├────┼──────────────────┼───────────┼──────────────┼─────────┤
│  5 │ OWN              │ 36 months │    0.783613  │    2104 │
├────┼──────────────────┼───────────┼──────────────┼─────────┤
│  6 │ OWN              │ 60 months │    0.216387  │     581 │
├────┼──────────────────┼───────────┼──────────────┼─────────┤
│  7 │ RENT             │ 36 months │    0.80524   │   13954 │
├────┼──────────────────┼───────────┼──────────────┼─────────┤
│  8 │ RENT             │ 60 months │    0.19476   │    3375 │
╘════╧══════════════════╧═══════════╧══════════════╧═════════╛

Inference

Borrowers who fall under the category of Rent and Mortgage home ownership have substantiate percentages of 60 months loans.

Purpose

In [136]:
segmented_univariate_categorical('term','purpose')
Number of unique values => 14


╒════╤════════════════════╤═══════════╤══════════════╤═════════╕
│    │ purpose            │ term      │   percent(%) │   count │
╞════╪════════════════════╪═══════════╪══════════════╪═════════╡
│  0 │ car                │ 36 months │    0.65507   │     885 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│  1 │ car                │ 60 months │    0.34493   │     466 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│  2 │ credit_card        │ 36 months │    0.828652  │    3540 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│  3 │ credit_card        │ 60 months │    0.171348  │     732 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│  4 │ debt_consolidation │ 36 months │    0.749083  │   11849 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│  5 │ debt_consolidation │ 60 months │    0.250917  │    3969 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│  6 │ educational        │ 36 months │    0.945946  │     280 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│  7 │ educational        │ 60 months │    0.0540541 │      16 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│  8 │ home_improvement   │ 36 months │    0.741631  │    1728 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│  9 │ home_improvement   │ 60 months │    0.258369  │     602 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│ 10 │ house              │ 36 months │    0.734824  │     230 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│ 11 │ house              │ 60 months │    0.265176  │      83 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│ 12 │ major_purchase     │ 36 months │    0.811988  │    1585 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│ 13 │ major_purchase     │ 60 months │    0.188012  │     367 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│ 14 │ medical            │ 36 months │    0.775947  │     471 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│ 15 │ medical            │ 60 months │    0.224053  │     136 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│ 16 │ moving             │ 36 months │    0.853107  │     453 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│ 17 │ moving             │ 60 months │    0.146893  │      78 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│ 18 │ other              │ 36 months │    0.826563  │    2869 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│ 19 │ other              │ 60 months │    0.173437  │     602 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│ 20 │ renewable_energy   │ 36 months │    0.755556  │      68 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│ 21 │ renewable_energy   │ 60 months │    0.244444  │      22 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│ 22 │ small_business     │ 36 months │    0.728682  │    1034 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│ 23 │ small_business     │ 60 months │    0.271318  │     385 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│ 24 │ vacation           │ 36 months │    0.855114  │     301 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│ 25 │ vacation           │ 60 months │    0.144886  │      51 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│ 26 │ wedding            │ 36 months │    0.792299  │     679 │
├────┼────────────────────┼───────────┼──────────────┼─────────┤
│ 27 │ wedding            │ 60 months │    0.207701  │     178 │
╘════╧════════════════════╧═══════════╧══════════════╧═════════╛

Inference

Borrowers whose purpose of taking loan is debt consolidation have substantiate percentages of 60 month loans.

State

In [137]:
segmented_univariate_categorical('term','addr_state')
Number of unique values => 50


╒════╤══════════════╤═══════════╤══════════════╤═════════╕
│    │ addr_state   │ term      │   percent(%) │   count │
╞════╪══════════════╪═══════════╪══════════════╪═════════╡
│  0 │ AK           │ 36 months │     0.733333 │      44 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│  1 │ AK           │ 60 months │     0.266667 │      16 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│  2 │ AL           │ 36 months │     0.76378  │     291 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│  3 │ AL           │ 60 months │     0.23622  │      90 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│  4 │ AR           │ 36 months │     0.784404 │     171 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│  5 │ AR           │ 60 months │     0.215596 │      47 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│  6 │ AZ           │ 36 months │     0.752703 │     557 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│  7 │ AZ           │ 60 months │     0.247297 │     183 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│  8 │ CA           │ 36 months │     0.787054 │    4742 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│  9 │ CA           │ 60 months │     0.212946 │    1283 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 10 │ CO           │ 36 months │     0.776799 │     529 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 11 │ CO           │ 60 months │     0.223201 │     152 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 12 │ CT           │ 36 months │     0.775578 │     470 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 13 │ CT           │ 60 months │     0.224422 │     136 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 14 │ DC           │ 36 months │     0.857955 │     151 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 15 │ DC           │ 60 months │     0.142045 │      25 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 16 │ DE           │ 36 months │     0.765306 │      75 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 17 │ DE           │ 60 months │     0.234694 │      23 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 18 │ FL           │ 36 months │     0.776003 │    1895 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 19 │ FL           │ 60 months │     0.223997 │     547 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 20 │ GA           │ 36 months │     0.759582 │     872 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 21 │ GA           │ 60 months │     0.240418 │     276 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 22 │ HI           │ 36 months │     0.733333 │     110 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 23 │ HI           │ 60 months │     0.266667 │      40 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 24 │ IA           │ 36 months │     1        │       5 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 25 │ ID           │ 36 months │     1        │       5 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 26 │ IL           │ 36 months │     0.782031 │    1001 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 27 │ IL           │ 60 months │     0.217969 │     279 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 28 │ IN           │ 36 months │     1        │       9 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 29 │ KS           │ 36 months │     0.785714 │     176 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 30 │ KS           │ 60 months │     0.214286 │      48 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 31 │ KY           │ 36 months │     0.732143 │     205 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 32 │ KY           │ 60 months │     0.267857 │      75 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 33 │ LA           │ 36 months │     0.762667 │     286 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 34 │ LA           │ 60 months │     0.237333 │      89 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 35 │ MA           │ 36 months │     0.79163  │     889 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 36 │ MA           │ 60 months │     0.20837  │     234 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 37 │ MD           │ 36 months │     0.729574 │     634 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 38 │ MD           │ 60 months │     0.270426 │     235 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 39 │ ME           │ 36 months │     1        │       3 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 40 │ MI           │ 36 months │     0.724252 │     436 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 41 │ MI           │ 60 months │     0.275748 │     166 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 42 │ MN           │ 36 months │     0.77634  │     420 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 43 │ MN           │ 60 months │     0.22366  │     121 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 44 │ MO           │ 36 months │     0.740924 │     449 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 45 │ MO           │ 60 months │     0.259076 │     157 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 46 │ MS           │ 36 months │     1        │      16 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 47 │ MT           │ 36 months │     0.733333 │      55 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 48 │ MT           │ 60 months │     0.266667 │      20 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 49 │ NC           │ 36 months │     0.698795 │     464 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 50 │ NC           │ 60 months │     0.301205 │     200 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 51 │ NE           │ 36 months │     1        │       4 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 52 │ NH           │ 36 months │     0.770833 │     111 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 53 │ NH           │ 60 months │     0.229167 │      33 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 54 │ NJ           │ 36 months │     0.768676 │    1173 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 55 │ NJ           │ 60 months │     0.231324 │     353 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 56 │ NM           │ 36 months │     0.777108 │     129 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 57 │ NM           │ 60 months │     0.222892 │      37 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 58 │ NV           │ 36 months │     0.732057 │     306 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 59 │ NV           │ 60 months │     0.267943 │     112 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 60 │ NY           │ 36 months │     0.790353 │    2556 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 61 │ NY           │ 60 months │     0.209647 │     678 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 62 │ OH           │ 36 months │     0.756885 │     797 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 63 │ OH           │ 60 months │     0.243115 │     256 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 64 │ OK           │ 36 months │     0.734082 │     196 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 65 │ OK           │ 60 months │     0.265918 │      71 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 66 │ OR           │ 36 months │     0.776382 │     309 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 67 │ OR           │ 60 months │     0.223618 │      89 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 68 │ PA           │ 36 months │     0.751497 │    1004 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 69 │ PA           │ 60 months │     0.248503 │     332 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 70 │ RI           │ 36 months │     0.789474 │     135 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 71 │ RI           │ 60 months │     0.210526 │      36 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 72 │ SC           │ 36 months │     0.722772 │     292 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 73 │ SC           │ 60 months │     0.277228 │     112 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 74 │ SD           │ 36 months │     0.696429 │      39 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 75 │ SD           │ 60 months │     0.303571 │      17 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 76 │ TN           │ 36 months │     1        │      15 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 77 │ TX           │ 36 months │     0.796507 │    1824 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 78 │ TX           │ 60 months │     0.203493 │     466 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 79 │ UT           │ 36 months │     0.759091 │     167 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 80 │ UT           │ 60 months │     0.240909 │      53 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 81 │ VA           │ 36 months │     0.765009 │     892 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 82 │ VA           │ 60 months │     0.234991 │     274 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 83 │ VT           │ 36 months │     0.803922 │      41 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 84 │ VT           │ 60 months │     0.196078 │      10 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 85 │ WA           │ 36 months │     0.779021 │     557 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 86 │ WA           │ 60 months │     0.220979 │     158 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 87 │ WI           │ 36 months │     0.727506 │     283 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 88 │ WI           │ 60 months │     0.272494 │     106 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 89 │ WV           │ 36 months │     0.734177 │     116 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 90 │ WV           │ 60 months │     0.265823 │      42 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 91 │ WY           │ 36 months │     0.868421 │      66 │
├────┼──────────────┼───────────┼──────────────┼─────────┤
│ 92 │ WY           │ 60 months │     0.131579 │      10 │
╘════╧══════════════╧═══════════╧══════════════╧═════════╛

Inference

Borrowers who are from CA state have substantiate percentages of 60 month loans.

Grade by Others

Home Ownership

In [138]:
segmented_univariate_categorical('grade','home_ownership')
Number of unique values => 5


╒════╤══════════════════╤═════════╤══════════════╤═════════╕
│    │ home_ownership   │ grade   │   percent(%) │   count │
╞════╪══════════════════╪═════════╪══════════════╪═════════╡
│  0 │ MORTGAGE         │ A       │   0.322757   │    4374 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│  1 │ MORTGAGE         │ B       │   0.296414   │    4017 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│  2 │ MORTGAGE         │ C       │   0.184106   │    2495 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│  3 │ MORTGAGE         │ D       │   0.112751   │    1528 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│  4 │ MORTGAGE         │ E       │   0.0568182  │     770 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│  5 │ MORTGAGE         │ F       │   0.021768   │     295 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│  6 │ MORTGAGE         │ G       │   0.00538666 │      73 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│  7 │ NONE             │ B       │   0.666667   │       2 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│  8 │ NONE             │ A       │   0.333333   │       1 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│  9 │ OTHER            │ B       │   0.344444   │      31 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│ 10 │ OTHER            │ A       │   0.233333   │      21 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│ 11 │ OTHER            │ C       │   0.166667   │      15 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│ 12 │ OTHER            │ D       │   0.155556   │      14 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│ 13 │ OTHER            │ E       │   0.0777778  │       7 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│ 14 │ OTHER            │ F       │   0.0222222  │       2 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│ 15 │ OWN              │ A       │   0.297952   │     800 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│ 16 │ OWN              │ B       │   0.296834   │     797 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│ 17 │ OWN              │ C       │   0.200372   │     538 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│ 18 │ OWN              │ D       │   0.121043   │     325 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│ 19 │ OWN              │ E       │   0.0599628  │     161 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│ 20 │ OWN              │ F       │   0.0189944  │      51 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│ 21 │ OWN              │ G       │   0.00484171 │      13 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│ 22 │ RENT             │ B       │   0.313521   │    5433 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│ 23 │ RENT             │ C       │   0.223729   │    3877 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│ 24 │ RENT             │ A       │   0.223267   │    3869 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│ 25 │ RENT             │ D       │   0.147787   │    2561 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│ 26 │ RENT             │ E       │   0.0656126  │    1137 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│ 27 │ RENT             │ F       │   0.0215246  │     373 │
├────┼──────────────────┼─────────┼──────────────┼─────────┤
│ 28 │ RENT             │ G       │   0.00455883 │      79 │
╘════╧══════════════════╧═════════╧══════════════╧═════════╛

Inference

Borrowers who who live in rented accommodation or whose house is in mortgage for a subtantiate percentage also belong to grade B.

Purpose

In [139]:
segmented_univariate_categorical('grade','purpose')
Number of unique values => 14


╒════╤════════════════════╤═════════╤══════════════╤═════════╕
│    │ purpose            │ grade   │   percent(%) │   count │
╞════╪════════════════════╪═════════╪══════════════╪═════════╡
│  0 │ car                │ A       │  0.399704    │     540 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│  1 │ car                │ B       │  0.30866     │     417 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│  2 │ car                │ C       │  0.159882    │     216 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│  3 │ car                │ D       │  0.0873427   │     118 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│  4 │ car                │ E       │  0.0370096   │      50 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│  5 │ car                │ F       │  0.00666173  │       9 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│  6 │ car                │ G       │  0.000740192 │       1 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│  7 │ credit_card        │ B       │  0.326077    │    1393 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│  8 │ credit_card        │ A       │  0.291901    │    1247 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│  9 │ credit_card        │ C       │  0.208801    │     892 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 10 │ credit_card        │ D       │  0.110721    │     473 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 11 │ credit_card        │ E       │  0.0456461   │     195 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 12 │ credit_card        │ F       │  0.0145131   │      62 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 13 │ credit_card        │ G       │  0.00234082  │      10 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 14 │ debt_consolidation │ B       │  0.309394    │    4894 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 15 │ debt_consolidation │ A       │  0.2231      │    3529 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 16 │ debt_consolidation │ C       │  0.214566    │    3394 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 17 │ debt_consolidation │ D       │  0.149513    │    2365 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 18 │ debt_consolidation │ E       │  0.0728284   │    1152 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 19 │ debt_consolidation │ F       │  0.0252876   │     400 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 20 │ debt_consolidation │ G       │  0.00531041  │      84 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 21 │ educational        │ B       │  0.300676    │      89 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 22 │ educational        │ C       │  0.280405    │      83 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 23 │ educational        │ A       │  0.256757    │      76 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 24 │ educational        │ D       │  0.101351    │      30 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 25 │ educational        │ E       │  0.0472973   │      14 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 26 │ educational        │ F       │  0.0101351   │       3 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 27 │ educational        │ G       │  0.00337838  │       1 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 28 │ home_improvement   │ A       │  0.348927    │     813 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 29 │ home_improvement   │ B       │  0.300429    │     700 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 30 │ home_improvement   │ C       │  0.177253    │     413 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 31 │ home_improvement   │ D       │  0.1         │     233 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 32 │ home_improvement   │ E       │  0.051073    │     119 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 33 │ home_improvement   │ F       │  0.0175966   │      41 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 34 │ home_improvement   │ G       │  0.00472103  │      11 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 35 │ house              │ A       │  0.28115     │      88 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 36 │ house              │ B       │  0.27476     │      86 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 37 │ house              │ C       │  0.182109    │      57 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 38 │ house              │ D       │  0.13738     │      43 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 39 │ house              │ E       │  0.0798722   │      25 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 40 │ house              │ F       │  0.0351438   │      11 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 41 │ house              │ G       │  0.00958466  │       3 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 42 │ major_purchase     │ A       │  0.384734    │     751 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 43 │ major_purchase     │ B       │  0.271004    │     529 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 44 │ major_purchase     │ C       │  0.182889    │     357 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 45 │ major_purchase     │ D       │  0.110143    │     215 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 46 │ major_purchase     │ E       │  0.0389344   │      76 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 47 │ major_purchase     │ F       │  0.0112705   │      22 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 48 │ major_purchase     │ G       │  0.00102459  │       2 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 49 │ medical            │ A       │  0.308072    │     187 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 50 │ medical            │ B       │  0.30313     │     184 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 51 │ medical            │ C       │  0.189456    │     115 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 52 │ medical            │ D       │  0.116969    │      71 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 53 │ medical            │ E       │  0.0609555   │      37 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 54 │ medical            │ F       │  0.0181219   │      11 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 55 │ medical            │ G       │  0.00329489  │       2 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 56 │ moving             │ B       │  0.320151    │     170 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 57 │ moving             │ A       │  0.293785    │     156 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 58 │ moving             │ C       │  0.20339     │     108 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 59 │ moving             │ D       │  0.118644    │      63 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 60 │ moving             │ E       │  0.0414313   │      22 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 61 │ moving             │ F       │  0.0169492   │       9 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 62 │ moving             │ G       │  0.00564972  │       3 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 63 │ other              │ B       │  0.302506    │    1050 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 64 │ other              │ A       │  0.284356    │     987 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 65 │ other              │ C       │  0.220398    │     765 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 66 │ other              │ D       │  0.123884    │     430 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 67 │ other              │ E       │  0.0492653   │     171 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 68 │ other              │ F       │  0.016998    │      59 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 69 │ other              │ G       │  0.00259291  │       9 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 70 │ renewable_energy   │ B       │  0.388889    │      35 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 71 │ renewable_energy   │ A       │  0.288889    │      26 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 72 │ renewable_energy   │ C       │  0.188889    │      17 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 73 │ renewable_energy   │ D       │  0.0555556   │       5 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 74 │ renewable_energy   │ E       │  0.0444444   │       4 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 75 │ renewable_energy   │ F       │  0.0333333   │       3 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 76 │ small_business     │ B       │  0.256519    │     364 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 77 │ small_business     │ A       │  0.212826    │     302 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 78 │ small_business     │ C       │  0.187456    │     266 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 79 │ small_business     │ D       │  0.164905    │     234 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 80 │ small_business     │ E       │  0.103594    │     147 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 81 │ small_business     │ F       │  0.0500352   │      71 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 82 │ small_business     │ G       │  0.0246653   │      35 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 83 │ vacation           │ A       │  0.360795    │     127 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 84 │ vacation           │ B       │  0.326705    │     115 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 85 │ vacation           │ C       │  0.176136    │      62 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 86 │ vacation           │ D       │  0.0738636   │      26 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 87 │ vacation           │ E       │  0.0568182   │      20 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 88 │ vacation           │ F       │  0.00568182  │       2 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 89 │ wedding            │ B       │  0.296383    │     254 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 90 │ wedding            │ A       │  0.275379    │     236 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 91 │ wedding            │ C       │  0.210035    │     180 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 92 │ wedding            │ D       │  0.142357    │     122 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 93 │ wedding            │ E       │  0.050175    │      43 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 94 │ wedding            │ F       │  0.0210035   │      18 │
├────┼────────────────────┼─────────┼──────────────┼─────────┤
│ 95 │ wedding            │ G       │  0.00466744  │       4 │
╘════╧════════════════════╧═════════╧══════════════╧═════════╛

Inference

Borrowers who have taken loans for debt consolidation, for a substantiate percentage also belong to grade B.

State

In [140]:
segmented_univariate_categorical('grade','addr_state')
Number of unique values => 50


╒═════╤══════════════╤═════════╤══════════════╤═════════╕
│     │ addr_state   │ grade   │   percent(%) │   count │
╞═════╪══════════════╪═════════╪══════════════╪═════════╡
│   0 │ AK           │ B       │   0.333333   │      20 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│   1 │ AK           │ A       │   0.266667   │      16 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│   2 │ AK           │ C       │   0.166667   │      10 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│   3 │ AK           │ D       │   0.133333   │       8 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│   4 │ AK           │ E       │   0.1        │       6 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│   5 │ AL           │ B       │   0.317585   │     121 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│   6 │ AL           │ A       │   0.28084    │     107 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│   7 │ AL           │ C       │   0.207349   │      79 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│   8 │ AL           │ D       │   0.107612   │      41 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│   9 │ AL           │ E       │   0.0656168  │      25 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  10 │ AL           │ F       │   0.015748   │       6 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  11 │ AL           │ G       │   0.00524934 │       2 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  12 │ AR           │ A       │   0.325688   │      71 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  13 │ AR           │ B       │   0.302752   │      66 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  14 │ AR           │ C       │   0.197248   │      43 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  15 │ AR           │ D       │   0.119266   │      26 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  16 │ AR           │ E       │   0.0366972  │       8 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  17 │ AR           │ F       │   0.0137615  │       3 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  18 │ AR           │ G       │   0.00458716 │       1 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  19 │ AZ           │ B       │   0.281081   │     208 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  20 │ AZ           │ A       │   0.264865   │     196 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  21 │ AZ           │ C       │   0.212162   │     157 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  22 │ AZ           │ D       │   0.133784   │      99 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  23 │ AZ           │ E       │   0.072973   │      54 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  24 │ AZ           │ F       │   0.0256757  │      19 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  25 │ AZ           │ G       │   0.00945946 │       7 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  26 │ CA           │ B       │   0.315685   │    1902 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  27 │ CA           │ A       │   0.245311   │    1478 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  28 │ CA           │ C       │   0.206805   │    1246 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  29 │ CA           │ D       │   0.137095   │     826 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  30 │ CA           │ E       │   0.0695436  │     419 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  31 │ CA           │ F       │   0.0207469  │     125 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  32 │ CA           │ G       │   0.00481328 │      29 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  33 │ CO           │ B       │   0.301028   │     205 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  34 │ CO           │ A       │   0.298091   │     203 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  35 │ CO           │ C       │   0.195301   │     133 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  36 │ CO           │ D       │   0.13069    │      89 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  37 │ CO           │ E       │   0.0528634  │      36 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  38 │ CO           │ F       │   0.0146843  │      10 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  39 │ CO           │ G       │   0.00734214 │       5 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  40 │ CT           │ A       │   0.310231   │     188 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  41 │ CT           │ B       │   0.29703    │     180 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  42 │ CT           │ C       │   0.174917   │     106 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  43 │ CT           │ D       │   0.135314   │      82 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  44 │ CT           │ E       │   0.0610561  │      37 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  45 │ CT           │ F       │   0.0181518  │      11 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  46 │ CT           │ G       │   0.00330033 │       2 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  47 │ DC           │ B       │   0.340909   │      60 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  48 │ DC           │ A       │   0.255682   │      45 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  49 │ DC           │ C       │   0.232955   │      41 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  50 │ DC           │ D       │   0.113636   │      20 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  51 │ DC           │ E       │   0.0511364  │       9 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  52 │ DC           │ F       │   0.00568182 │       1 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  53 │ DE           │ B       │   0.326531   │      32 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  54 │ DE           │ A       │   0.214286   │      21 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  55 │ DE           │ D       │   0.214286   │      21 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  56 │ DE           │ C       │   0.193878   │      19 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  57 │ DE           │ E       │   0.0408163  │       4 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  58 │ DE           │ F       │   0.0102041  │       1 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  59 │ FL           │ B       │   0.307125   │     750 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  60 │ FL           │ A       │   0.271499   │     663 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  61 │ FL           │ C       │   0.199427   │     487 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  62 │ FL           │ D       │   0.134726   │     329 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  63 │ FL           │ E       │   0.0589681  │     144 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  64 │ FL           │ F       │   0.0225225  │      55 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  65 │ FL           │ G       │   0.00573301 │      14 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  66 │ GA           │ B       │   0.309233   │     355 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  67 │ GA           │ A       │   0.277003   │     318 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  68 │ GA           │ C       │   0.212544   │     244 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  69 │ GA           │ D       │   0.115854   │     133 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  70 │ GA           │ E       │   0.0592334  │      68 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  71 │ GA           │ F       │   0.0191638  │      22 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  72 │ GA           │ G       │   0.00696864 │       8 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  73 │ HI           │ B       │   0.28       │      42 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  74 │ HI           │ C       │   0.226667   │      34 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  75 │ HI           │ A       │   0.22       │      33 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  76 │ HI           │ D       │   0.166667   │      25 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  77 │ HI           │ E       │   0.06       │       9 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  78 │ HI           │ F       │   0.0466667  │       7 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  79 │ IA           │ A       │   0.4        │       2 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  80 │ IA           │ B       │   0.4        │       2 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  81 │ IA           │ C       │   0.2        │       1 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  82 │ ID           │ C       │   0.4        │       2 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  83 │ ID           │ D       │   0.4        │       2 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  84 │ ID           │ B       │   0.2        │       1 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  85 │ IL           │ B       │   0.335156   │     429 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  86 │ IL           │ A       │   0.246094   │     315 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  87 │ IL           │ C       │   0.213281   │     273 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  88 │ IL           │ D       │   0.124219   │     159 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  89 │ IL           │ E       │   0.0523438  │      67 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  90 │ IL           │ F       │   0.0234375  │      30 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  91 │ IL           │ G       │   0.00546875 │       7 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  92 │ IN           │ B       │   0.333333   │       3 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  93 │ IN           │ A       │   0.222222   │       2 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  94 │ IN           │ D       │   0.222222   │       2 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  95 │ IN           │ C       │   0.111111   │       1 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  96 │ IN           │ F       │   0.111111   │       1 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  97 │ KS           │ B       │   0.361607   │      81 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  98 │ KS           │ A       │   0.294643   │      66 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│  99 │ KS           │ C       │   0.169643   │      38 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 100 │ KS           │ D       │   0.0892857  │      20 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 101 │ KS           │ E       │   0.0446429  │      10 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 102 │ KS           │ F       │   0.03125    │       7 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 103 │ KS           │ G       │   0.00892857 │       2 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 104 │ KY           │ A       │   0.317857   │      89 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 105 │ KY           │ B       │   0.232143   │      65 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 106 │ KY           │ C       │   0.225      │      63 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 107 │ KY           │ D       │   0.139286   │      39 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 108 │ KY           │ E       │   0.0571429  │      16 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 109 │ KY           │ F       │   0.025      │       7 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 110 │ KY           │ G       │   0.00357143 │       1 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 111 │ LA           │ A       │   0.325333   │     122 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 112 │ LA           │ B       │   0.285333   │     107 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 113 │ LA           │ C       │   0.208      │      78 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 114 │ LA           │ D       │   0.104      │      39 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 115 │ LA           │ E       │   0.0586667  │      22 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 116 │ LA           │ F       │   0.016      │       6 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 117 │ LA           │ G       │   0.00266667 │       1 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 118 │ MA           │ A       │   0.305432   │     343 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 119 │ MA           │ B       │   0.291184   │     327 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 120 │ MA           │ C       │   0.195013   │     219 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 121 │ MA           │ D       │   0.121995   │     137 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 122 │ MA           │ E       │   0.0667854  │      75 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 123 │ MA           │ F       │   0.0142476  │      16 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 124 │ MA           │ G       │   0.00534283 │       6 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 125 │ MD           │ B       │   0.291139   │     253 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 126 │ MD           │ A       │   0.2313     │     201 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 127 │ MD           │ C       │   0.21519    │     187 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 128 │ MD           │ D       │   0.146145   │     127 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 129 │ MD           │ E       │   0.0759494  │      66 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 130 │ MD           │ F       │   0.0322209  │      28 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 131 │ MD           │ G       │   0.00805524 │       7 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 132 │ ME           │ C       │   0.666667   │       2 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 133 │ ME           │ B       │   0.333333   │       1 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 134 │ MI           │ B       │   0.295681   │     178 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 135 │ MI           │ A       │   0.290698   │     175 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 136 │ MI           │ C       │   0.194352   │     117 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 137 │ MI           │ D       │   0.112957   │      68 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 138 │ MI           │ E       │   0.0797342  │      48 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 139 │ MI           │ F       │   0.0199336  │      12 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 140 │ MI           │ G       │   0.00664452 │       4 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 141 │ MN           │ A       │   0.312384   │     169 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 142 │ MN           │ B       │   0.269871   │     146 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 143 │ MN           │ C       │   0.195933   │     106 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 144 │ MN           │ D       │   0.136784   │      74 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 145 │ MN           │ E       │   0.0609982  │      33 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 146 │ MN           │ F       │   0.0221811  │      12 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 147 │ MN           │ G       │   0.00184843 │       1 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 148 │ MO           │ B       │   0.333333   │     202 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 149 │ MO           │ A       │   0.275578   │     167 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 150 │ MO           │ C       │   0.191419   │     116 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 151 │ MO           │ D       │   0.127063   │      77 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 152 │ MO           │ E       │   0.0561056  │      34 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 153 │ MO           │ F       │   0.0165017  │      10 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 154 │ MS           │ C       │   0.3125     │       5 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 155 │ MS           │ A       │   0.25       │       4 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 156 │ MS           │ B       │   0.25       │       4 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 157 │ MS           │ D       │   0.1875     │       3 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 158 │ MT           │ B       │   0.333333   │      25 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 159 │ MT           │ A       │   0.28       │      21 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 160 │ MT           │ C       │   0.186667   │      14 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 161 │ MT           │ D       │   0.146667   │      11 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 162 │ MT           │ E       │   0.04       │       3 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 163 │ MT           │ F       │   0.0133333  │       1 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 164 │ NC           │ B       │   0.317771   │     211 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 165 │ NC           │ A       │   0.271084   │     180 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 166 │ NC           │ C       │   0.173193   │     115 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 167 │ NC           │ D       │   0.137048   │      91 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 168 │ NC           │ E       │   0.0587349  │      39 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 169 │ NC           │ F       │   0.0316265  │      21 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 170 │ NC           │ G       │   0.0105422  │       7 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 171 │ NE           │ D       │   0.5        │       2 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 172 │ NE           │ B       │   0.25       │       1 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 173 │ NE           │ C       │   0.25       │       1 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 174 │ NH           │ B       │   0.326389   │      47 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 175 │ NH           │ A       │   0.298611   │      43 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 176 │ NH           │ C       │   0.159722   │      23 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 177 │ NH           │ D       │   0.118056   │      17 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 178 │ NH           │ E       │   0.0694444  │      10 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 179 │ NH           │ F       │   0.0277778  │       4 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 180 │ NJ           │ B       │   0.275885   │     421 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 181 │ NJ           │ A       │   0.262123   │     400 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 182 │ NJ           │ C       │   0.215596   │     329 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 183 │ NJ           │ D       │   0.158585   │     242 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 184 │ NJ           │ E       │   0.0602883  │      92 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 185 │ NJ           │ F       │   0.0209699  │      32 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 186 │ NJ           │ G       │   0.00655308 │      10 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 187 │ NM           │ B       │   0.349398   │      58 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 188 │ NM           │ A       │   0.283133   │      47 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 189 │ NM           │ C       │   0.204819   │      34 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 190 │ NM           │ D       │   0.0963855  │      16 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 191 │ NM           │ E       │   0.0481928  │       8 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 192 │ NM           │ F       │   0.0180723  │       3 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 193 │ NV           │ B       │   0.30622    │     128 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 194 │ NV           │ C       │   0.23445    │      98 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 195 │ NV           │ A       │   0.203349   │      85 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 196 │ NV           │ D       │   0.160287   │      67 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 197 │ NV           │ E       │   0.0645933  │      27 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 198 │ NV           │ F       │   0.0287081  │      12 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 199 │ NV           │ G       │   0.00239234 │       1 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 200 │ NY           │ B       │   0.299938   │     970 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 201 │ NY           │ A       │   0.264688   │     856 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 202 │ NY           │ C       │   0.214286   │     693 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 203 │ NY           │ D       │   0.135436   │     438 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 204 │ NY           │ E       │   0.0575139  │     186 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 205 │ NY           │ F       │   0.0231911  │      75 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 206 │ NY           │ G       │   0.00494743 │      16 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 207 │ OH           │ B       │   0.325736   │     343 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 208 │ OH           │ A       │   0.277303   │     292 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 209 │ OH           │ C       │   0.189934   │     200 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 210 │ OH           │ D       │   0.129155   │     136 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 211 │ OH           │ E       │   0.0579297  │      61 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 212 │ OH           │ F       │   0.0161443  │      17 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 213 │ OH           │ G       │   0.00379867 │       4 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 214 │ OK           │ B       │   0.337079   │      90 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 215 │ OK           │ A       │   0.299625   │      80 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 216 │ OK           │ C       │   0.179775   │      48 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 217 │ OK           │ D       │   0.104869   │      28 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 218 │ OK           │ E       │   0.0561798  │      15 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 219 │ OK           │ F       │   0.0149813  │       4 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 220 │ OK           │ G       │   0.00749064 │       2 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 221 │ OR           │ B       │   0.31407    │     125 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 222 │ OR           │ A       │   0.276382   │     110 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 223 │ OR           │ C       │   0.175879   │      70 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 224 │ OR           │ D       │   0.155779   │      62 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 225 │ OR           │ E       │   0.0603015  │      24 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 226 │ OR           │ F       │   0.0150754  │       6 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 227 │ OR           │ G       │   0.00251256 │       1 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 228 │ PA           │ A       │   0.309132   │     413 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 229 │ PA           │ B       │   0.290419   │     388 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 230 │ PA           │ C       │   0.209581   │     280 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 231 │ PA           │ D       │   0.118263   │     158 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 232 │ PA           │ E       │   0.0553892  │      74 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 233 │ PA           │ F       │   0.0157186  │      21 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 234 │ PA           │ G       │   0.00149701 │       2 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 235 │ RI           │ B       │   0.321637   │      55 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 236 │ RI           │ A       │   0.269006   │      46 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 237 │ RI           │ C       │   0.175439   │      30 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 238 │ RI           │ D       │   0.122807   │      21 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 239 │ RI           │ E       │   0.0994152  │      17 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 240 │ RI           │ F       │   0.0116959  │       2 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 241 │ SC           │ B       │   0.344059   │     139 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 242 │ SC           │ A       │   0.284653   │     115 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 243 │ SC           │ C       │   0.158416   │      64 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 244 │ SC           │ D       │   0.131188   │      53 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 245 │ SC           │ E       │   0.0544554  │      22 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 246 │ SC           │ F       │   0.0247525  │      10 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 247 │ SC           │ G       │   0.00247525 │       1 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 248 │ SD           │ B       │   0.321429   │      18 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 249 │ SD           │ C       │   0.303571   │      17 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 250 │ SD           │ A       │   0.25       │      14 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 251 │ SD           │ E       │   0.0535714  │       3 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 252 │ SD           │ D       │   0.0357143  │       2 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 253 │ SD           │ F       │   0.0357143  │       2 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 254 │ TN           │ B       │   0.466667   │       7 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 255 │ TN           │ A       │   0.2        │       3 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 256 │ TN           │ C       │   0.2        │       3 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 257 │ TN           │ D       │   0.133333   │       2 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 258 │ TX           │ B       │   0.301747   │     691 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 259 │ TX           │ A       │   0.277729   │     636 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 260 │ TX           │ C       │   0.209607   │     480 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 261 │ TX           │ D       │   0.124454   │     285 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 262 │ TX           │ E       │   0.0572052  │     131 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 263 │ TX           │ F       │   0.0244541  │      56 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 264 │ TX           │ G       │   0.00480349 │      11 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 265 │ UT           │ B       │   0.340909   │      75 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 266 │ UT           │ A       │   0.254545   │      56 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 267 │ UT           │ C       │   0.163636   │      36 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 268 │ UT           │ D       │   0.15       │      33 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 269 │ UT           │ E       │   0.0636364  │      14 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 270 │ UT           │ F       │   0.0181818  │       4 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 271 │ UT           │ G       │   0.00909091 │       2 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 272 │ VA           │ B       │   0.285592   │     333 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 273 │ VA           │ A       │   0.256432   │     299 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 274 │ VA           │ C       │   0.244425   │     285 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 275 │ VA           │ D       │   0.120069   │     140 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 276 │ VA           │ E       │   0.0626072  │      73 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 277 │ VA           │ F       │   0.025729   │      30 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 278 │ VA           │ G       │   0.0051458  │       6 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 279 │ VT           │ A       │   0.372549   │      19 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 280 │ VT           │ B       │   0.254902   │      13 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 281 │ VT           │ C       │   0.235294   │      12 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 282 │ VT           │ D       │   0.0980392  │       5 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 283 │ VT           │ E       │   0.0196078  │       1 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 284 │ VT           │ F       │   0.0196078  │       1 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 285 │ WA           │ B       │   0.299301   │     214 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 286 │ WA           │ A       │   0.25035    │     179 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 287 │ WA           │ C       │   0.216783   │     155 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 288 │ WA           │ D       │   0.137063   │      98 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 289 │ WA           │ E       │   0.0685315  │      49 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 290 │ WA           │ F       │   0.0237762  │      17 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 291 │ WA           │ G       │   0.0041958  │       3 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 292 │ WI           │ B       │   0.313625   │     122 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 293 │ WI           │ A       │   0.29563    │     115 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 294 │ WI           │ C       │   0.190231   │      74 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 295 │ WI           │ D       │   0.113111   │      44 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 296 │ WI           │ E       │   0.0565553  │      22 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 297 │ WI           │ F       │   0.0257069  │      10 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 298 │ WI           │ G       │   0.00514139 │       2 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 299 │ WV           │ A       │   0.297468   │      47 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 300 │ WV           │ B       │   0.259494   │      41 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 301 │ WV           │ C       │   0.246835   │      39 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 302 │ WV           │ D       │   0.120253   │      19 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 303 │ WV           │ E       │   0.056962   │       9 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 304 │ WV           │ F       │   0.0189873  │       3 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 305 │ WY           │ B       │   0.328947   │      25 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 306 │ WY           │ C       │   0.236842   │      18 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 307 │ WY           │ A       │   0.197368   │      15 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 308 │ WY           │ D       │   0.157895   │      12 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 309 │ WY           │ E       │   0.0657895  │       5 │
├─────┼──────────────┼─────────┼──────────────┼─────────┤
│ 310 │ WY           │ F       │   0.0131579  │       1 │
╘═════╧══════════════╧═════════╧══════════════╧═════════╛

Inference

Borrowers from state CA, for a substantiate percentage also belong to grade B.

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